```{r message=FALSE, warning=FALSE}
Error: attempt to use zero-length variable name
Importing the Atlas.ti dataset. (NB: I changed the document number for the second holding of Finogenov to make distinguishing easier)
library(readxl)
There were 24 warnings (use warnings() to see them)
Merging the observations spread out over multiple rows into one.
Getting summary statistics.
Importing the Excel coded cases dataset:
cases <- read_excel("case codings database.xlsx")
Error in read_excel("case codings database.xlsx") :
could not find function "read_excel"
Removing the explanation for each level, turning ordinal variables into ordinal factors, and the remaining ones into normal factors:
cases <- cases_raw %>%
select(gc_dec:l_train) %>%
mutate_all(list(~ str_replace(., "\\s=\\s.*", ""))) %>%
mutate(
scrutiny = scrutiny %>% as.numeric() %>% as.ordered(),
f_prev = f_prev %>% as.numeric() %>% as.ordered(),
f_dispute = f_dispute %>% as.numeric() %>% as.ordered(),
uof_deaths = uof_deaths %>% as.numeric() %>% as.ordered(),
t_who = t_who %>% as.numeric() %>% as.ordered(),
t_nature = t_nature %>% as.numeric() %>% as.ordered(),
uof_sa = uof_sa %>% as.numeric() %>% as.ordered(),
uof_nature = uof_nature %>% as.numeric() %>% as.ordered(),
o_control = o_control %>% as.numeric() %>% as.ordered()
) %>%
mutate_all(list(~ as_factor(.)))
cases <- cbind(select(cases_raw, ID:respondent), cases)
IVcases <- cases %>% select(scrutiny:l_train) #Only want to analyze and reduce the IVs
Checking if there are any superfluous levels.
IVcases %>% sapply(table)
IVcases %>% sapply(table) %>% sapply(prop.table)
There are multiple methods possible to achieve this. Principally, these can be divided into factor analysis and principal component analysis (PCA). Both have variations that are compatible with categorical data. I pick PCA here because, conceptually, it focuses on reducing the number of dimensions (variables) while factor analysis is focused on uncovering latent factors. Within the realm of non-linear PCA, I picked multiple factor analysis (MFA) because it is well suited for grouped data (like in my case)
library(FactoMineR)
library(factoextra)
MFAcases <- MFA(IVcases, group = c(6, 14, 5, 11, 3), #Groups based on coding form
type = rep("n", 5),
name.group = c("assessment", "exceptions", "force", "operation", "law"))
Using Chi-square and Cramer’s V to find relations of dependence between the cateogrical variables
Installing rtemis, a library for advanced machine learning, which used here for the additive trees.
install.packages("remotes")
remotes::install_github("egenn/rtemis")
install.packages(c("e1071", "gbm", "glmnet", "pbapply", "plyr", "ranger", "rpart", "data.tree", "DiagrammeR", "missRanger", "plotly", "DiagrammeRsvg", "rsvg")) #Additional dependencies
Importing the rtemis library.
library(rtemis)
Create the datasets for each of our four outcome variables. This involves putting the outcome variable as last column and recoding the factor such that the “positive” outcome (i.e. a violation) is the first level of the factor. Furthermore, the three other outcome variables are turned into binomial variables with one positive (violation) level and one negative (no violation, not related or uncertain) level.
cases.viol <- cases %>%
select(scrutiny:l_train, h_viol) %>%
mutate(h_viol = factor(h_viol, levels = c(1, 0)))
cases.force <- cases %>%
select(scrutiny:l_train, h_force) %>%
mutate(h_force = recode(h_force, `0` = 0, `1` = 0, `-88` = 0, `2`= 1)) %>%
mutate(h_force = factor(h_force, levels = c(1, 0)))
cases.op <- cases %>%
select(scrutiny:l_train, h_operation) %>%
mutate(h_operation = recode(h_operation, `0` = 0, `1` = 0, `-88` = 0, `2`= 1)) %>%
mutate(h_operation = factor(h_operation, levels = c(1, 0)))
cases.law <- cases %>%
select(scrutiny:l_train, h_law) %>%
mutate(h_law = recode(h_law, `0` = 0, `1` = 0, `-88` = 0, `2`= 1)) %>%
mutate(h_law = factor(h_law, levels = c(1, 0)))
Perform a nested cross-validation for hyperparameter tuning (model selection) and model assessment. A 10-fold cross-validation is performed to test model generalizability. Within each resample, another 10-fold cross-validation is performed to tune the gamma hyperparameter between four different options. In total, 1600 models are thus run.
cases.viol.tree <- elevate(cases.viol, mod = "addtree",
Warning message:
In readChar(file, size, TRUE) : truncating string with embedded nuls
resampler = "kfold", n.resamples = 10,
grid.resample.rtset = rtset.resample("kfold", 10),
gamma = c(0.1, 0.5, 0.9, 1.3),
learning.rate = 0.001,
seed = 2020)
[90m[2020-06-29 03:19:42[1m elevate[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m77 x 39
[22m Training outcome: [1m77 x 1
[22m
[90m[2020-06-29 03:19:42[1m resLearn[22m] [39mTraining Additive Tree on 10 independent folds...
| | 0 % ~calculating [90m[2020-06-29 03:19:42[1m FUN[22m] [39mRunning grid line #1 of 40...
[90m[2020-06-29 03:19:42[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:19:42[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m60 x 39
[22m Training outcome: [1m60 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:19:43[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 44 0
[36m[1m 0[22m[39m 4 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9583
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9333
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 1
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.8333
[0m NPV[0m 0.5000
[0m F1[0m 0.8333
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:19:48[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:19:48[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:19:49[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:19:50[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:19:51[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.05[39m[90m; User: [39m[90m12.30[39m[90m; System: [39m[90m0.77[39m[90m)[39m
[90m[2020-06-29 03:19:51[1m FUN[22m] [39mRunning grid line #2 of 40...
[90m[2020-06-29 03:19:51[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:19:51[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:19:52[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 44 0
[36m[1m 0[22m[39m 5 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8980
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9490
[0m PPV[0m 1.0000
[0m NPV[0m 0.7222
[0m F1[0m 0.9462
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:19:56[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:19:57[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:19:57[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:19:58[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:19:59[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m8.06[39m[90m; User: [39m[90m12.02[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 03:19:59[1m FUN[22m] [39mRunning grid line #3 of 40...
[90m[2020-06-29 03:20:00[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:20:00[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:20:00[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 42 0
[36m[1m 0[22m[39m 7 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8571
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9286
[0m PPV[0m 1.0000
[0m NPV[0m 0.6500
[0m F1[0m 0.9231
[0m Accuracy[0m 0.8871
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:20:05[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:20:06[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:20:06[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:20:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:20:08[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.52[39m[90m; User: [39m[90m12.75[39m[90m; System: [39m[90m1.07[39m[90m)[39m
[90m[2020-06-29 03:20:08[1m FUN[22m] [39mRunning grid line #4 of 40...
[90m[2020-06-29 03:20:08[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:20:08[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m60 x 39
[22m Training outcome: [1m60 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:20:09[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 42 0
[36m[1m 0[22m[39m 6 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8750
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9375
[0m PPV[0m 1.0000
[0m NPV[0m 0.6667
[0m F1[0m 0.9333
[0m Accuracy[0m 0.9000
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:20:13[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:20:13[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:20:13[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:20:15[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:20:16[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.66[39m[90m; User: [39m[90m12.11[39m[90m; System: [39m[90m0.35[39m[90m)[39m
[90m[2020-06-29 03:20:16[1m FUN[22m] [39mRunning grid line #5 of 40...
[90m[2020-06-29 03:20:16[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:20:16[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:20:16[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 44 0
[36m[1m 0[22m[39m 5 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8980
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9490
[0m PPV[0m 1.0000
[0m NPV[0m 0.7222
[0m F1[0m 0.9462
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:20:20[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:20:21[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:20:21[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:20:22[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:20:24[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.58[39m[90m; User: [39m[90m11.61[39m[90m; System: [39m[90m0.35[39m[90m)[39m
[90m[2020-06-29 03:20:24[1m FUN[22m] [39mRunning grid line #6 of 40...
[90m[2020-06-29 03:20:24[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:20:24[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:20:24[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8000
[0m PPV[0m 1.0000
[0m NPV[0m 0.3333
[0m F1[0m 0.7500
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:20:28[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:20:28[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:20:28[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:20:30[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:20:31[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.12[39m[90m; User: [39m[90m10.80[39m[90m; System: [39m[90m0.45[39m[90m)[39m
[90m[2020-06-29 03:20:31[1m FUN[22m] [39mRunning grid line #7 of 40...
[90m[2020-06-29 03:20:31[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:20:31[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m60 x 39
[22m Training outcome: [1m60 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:20:31[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 3 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9375
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9688
[0m PPV[0m 1.0000
[0m NPV[0m 0.8000
[0m F1[0m 0.9677
[0m Accuracy[0m 0.9500
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 1
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:20:35[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:20:36[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:20:36[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:20:38[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:20:39[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.69[39m[90m; User: [39m[90m12.23[39m[90m; System: [39m[90m0.38[39m[90m)[39m
[90m[2020-06-29 03:20:39[1m FUN[22m] [39mRunning grid line #8 of 40...
[90m[2020-06-29 03:20:39[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:20:39[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:20:39[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 44 0
[36m[1m 0[22m[39m 5 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8980
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9490
[0m PPV[0m 1.0000
[0m NPV[0m 0.7222
[0m F1[0m 0.9462
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:20:43[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:20:43[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:20:43[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:20:45[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:20:46[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.31[39m[90m; User: [39m[90m11.61[39m[90m; System: [39m[90m0.33[39m[90m)[39m
[90m[2020-06-29 03:20:46[1m FUN[22m] [39mRunning grid line #9 of 40...
[90m[2020-06-29 03:20:46[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:20:46[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:20:47[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:20:50[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:20:51[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:20:51[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:20:53[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:20:54[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.92[39m[90m; User: [39m[90m12.65[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 03:20:54[1m FUN[22m] [39mRunning grid line #10 of 40...
[90m[2020-06-29 03:20:54[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:20:54[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m60 x 39
[22m Training outcome: [1m60 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:20:55[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 42 0
[36m[1m 0[22m[39m 6 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8750
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9375
[0m PPV[0m 1.0000
[0m NPV[0m 0.6667
[0m F1[0m 0.9333
[0m Accuracy[0m 0.9000
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:20:58[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:20:59[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:20:59[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:21:01[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:21:02[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.44[39m[90m; User: [39m[90m11.54[39m[90m; System: [39m[90m0.31[39m[90m)[39m
[90m[2020-06-29 03:21:02[1m FUN[22m] [39mRunning grid line #11 of 40...
[90m[2020-06-29 03:21:02[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:21:02[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m60 x 39
[22m Training outcome: [1m60 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:21:02[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 2 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9583
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9792
[0m PPV[0m 1.0000
[0m NPV[0m 0.8571
[0m F1[0m 0.9787
[0m Accuracy[0m 0.9667
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 1
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.8333
[0m NPV[0m 0.5000
[0m F1[0m 0.8333
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:21:06[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:21:07[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:21:07[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:21:09[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:21:11[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.83[39m[90m; User: [39m[90m13.80[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 03:21:11[1m FUN[22m] [39mRunning grid line #12 of 40...
[90m[2020-06-29 03:21:11[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:21:11[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:21:11[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 3 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9694
[0m PPV[0m 1.0000
[0m NPV[0m 0.8125
[0m F1[0m 0.9684
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:21:15[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:21:15[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:21:15[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:21:17[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:21:18[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.50[39m[90m; User: [39m[90m11.83[39m[90m; System: [39m[90m0.48[39m[90m)[39m
[90m[2020-06-29 03:21:18[1m FUN[22m] [39mRunning grid line #13 of 40...
[90m[2020-06-29 03:21:18[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:21:18[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:21:19[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:21:22[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:21:23[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:21:23[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:21:24[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:21:26[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.21[39m[90m; User: [39m[90m10.98[39m[90m; System: [39m[90m0.47[39m[90m)[39m
[90m[2020-06-29 03:21:26[1m FUN[22m] [39mRunning grid line #14 of 40...
[90m[2020-06-29 03:21:26[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:21:26[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m60 x 39
[22m Training outcome: [1m60 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:21:26[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 43 0
[36m[1m 0[22m[39m 5 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8958
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9479
[0m PPV[0m 1.0000
[0m NPV[0m 0.7059
[0m F1[0m 0.9451
[0m Accuracy[0m 0.9167
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:21:30[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:21:31[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:21:31[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:21:33[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:21:34[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.39[39m[90m; User: [39m[90m13.19[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 03:21:34[1m FUN[22m] [39mRunning grid line #15 of 40...
[90m[2020-06-29 03:21:34[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:21:34[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:21:34[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 43 0
[36m[1m 0[22m[39m 6 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8776
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9388
[0m PPV[0m 1.0000
[0m NPV[0m 0.6842
[0m F1[0m 0.9348
[0m Accuracy[0m 0.9032
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:21:38[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:21:39[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:21:39[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:21:40[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:21:41[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.33[39m[90m; User: [39m[90m11.25[39m[90m; System: [39m[90m0.49[39m[90m)[39m
[90m[2020-06-29 03:21:42[1m FUN[22m] [39mRunning grid line #16 of 40...
[90m[2020-06-29 03:21:42[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:21:42[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:21:42[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8000
[0m PPV[0m 1.0000
[0m NPV[0m 0.3333
[0m F1[0m 0.7500
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:21:46[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:21:46[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:21:46[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:21:48[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:21:49[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.83[39m[90m; User: [39m[90m12.58[39m[90m; System: [39m[90m0.32[39m[90m)[39m
[90m[2020-06-29 03:21:49[1m FUN[22m] [39mRunning grid line #17 of 40...
[90m[2020-06-29 03:21:50[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:21:50[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m60 x 39
[22m Training outcome: [1m60 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:21:50[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 1 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9792
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9896
[0m PPV[0m 1.0000
[0m NPV[0m 0.9231
[0m F1[0m 0.9895
[0m Accuracy[0m 0.9833
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 1
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:21:56[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:21:57[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:21:57[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:21:59[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:22:00[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.83[39m[90m; User: [39m[90m16.61[39m[90m; System: [39m[90m0.63[39m[90m)[39m
[90m[2020-06-29 03:22:00[1m FUN[22m] [39mRunning grid line #18 of 40...
[90m[2020-06-29 03:22:00[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:22:01[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:22:01[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:22:05[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:22:05[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:22:06[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:22:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:22:08[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.64[39m[90m; User: [39m[90m11.64[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 03:22:08[1m FUN[22m] [39mRunning grid line #19 of 40...
[90m[2020-06-29 03:22:08[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:22:08[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:22:09[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:22:13[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:22:13[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:22:13[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:22:15[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:22:17[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.78[39m[90m; User: [39m[90m14.50[39m[90m; System: [39m[90m0.51[39m[90m)[39m
[90m[2020-06-29 03:22:17[1m FUN[22m] [39mRunning grid line #20 of 40...
[90m[2020-06-29 03:22:17[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:22:17[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m60 x 39
[22m Training outcome: [1m60 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:22:17[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 48 0
[36m[1m 0[22m[39m 0 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 1
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:22:22[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:22:23[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:22:23[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:22:25[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:22:27[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.80[39m[90m; User: [39m[90m16.32[39m[90m; System: [39m[90m0.43[39m[90m)[39m
[90m[2020-06-29 03:22:27[1m FUN[22m] [39mRunning grid line #21 of 40...
[90m[2020-06-29 03:22:27[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:22:27[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m60 x 39
[22m Training outcome: [1m60 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:22:27[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 1 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9792
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9896
[0m PPV[0m 1.0000
[0m NPV[0m 0.9231
[0m F1[0m 0.9895
[0m Accuracy[0m 0.9833
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 1
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.8333
[0m NPV[0m 0.5000
[0m F1[0m 0.8333
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:22:31[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:22:31[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:22:31[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:22:31[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:22:32[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m5[39m[90m; User: [39m[90m6.98[39m[90m; System: [39m[90m0.26[39m[90m)[39m
[90m[2020-06-29 03:22:32[1m FUN[22m] [39mRunning grid line #22 of 40...
[90m[2020-06-29 03:22:32[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:22:32[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:22:33[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 3 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9694
[0m PPV[0m 1.0000
[0m NPV[0m 0.8125
[0m F1[0m 0.9684
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:22:36[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:22:36[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:22:36[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:22:37[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:22:38[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.54[39m[90m; User: [39m[90m8.20[39m[90m; System: [39m[90m0.33[39m[90m)[39m
[90m[2020-06-29 03:22:38[1m FUN[22m] [39mRunning grid line #23 of 40...
[90m[2020-06-29 03:22:38[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:22:38[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:22:38[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:22:41[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:22:41[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:22:41[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:22:41[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:22:42[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m3.96[39m[90m; User: [39m[90m5.14[39m[90m; System: [39m[90m0.27[39m[90m)[39m
[90m[2020-06-29 03:22:42[1m FUN[22m] [39mRunning grid line #24 of 40...
[90m[2020-06-29 03:22:42[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:22:42[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m60 x 39
[22m Training outcome: [1m60 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:22:42[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 1 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9792
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9896
[0m PPV[0m 1.0000
[0m NPV[0m 0.9231
[0m F1[0m 0.9895
[0m Accuracy[0m 0.9833
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 2
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.7500
[0m NPV[0m NA
[0m F1[0m 0.8571
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:22:46[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:22:46[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:22:46[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:22:47[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:22:48[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6.11[39m[90m; User: [39m[90m8.83[39m[90m; System: [39m[90m0.26[39m[90m)[39m
[90m[2020-06-29 03:22:48[1m FUN[22m] [39mRunning grid line #25 of 40...
[90m[2020-06-29 03:22:48[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:22:48[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:22:48[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:22:52[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:22:52[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:22:52[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:22:53[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:22:53[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.35[39m[90m; User: [39m[90m7.93[39m[90m; System: [39m[90m0.25[39m[90m)[39m
[90m[2020-06-29 03:22:54[1m FUN[22m] [39mRunning grid line #26 of 40...
[90m[2020-06-29 03:22:54[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:22:54[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:22:54[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 2 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9592
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9796
[0m PPV[0m 1.0000
[0m NPV[0m 0.8667
[0m F1[0m 0.9792
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8000
[0m PPV[0m 1.0000
[0m NPV[0m 0.3333
[0m F1[0m 0.7500
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:22:57[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:22:57[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:22:57[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:22:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:22:58[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.18[39m[90m; User: [39m[90m5.72[39m[90m; System: [39m[90m0.22[39m[90m)[39m
[90m[2020-06-29 03:22:58[1m FUN[22m] [39mRunning grid line #27 of 40...
[90m[2020-06-29 03:22:58[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:22:58[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m60 x 39
[22m Training outcome: [1m60 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:22:58[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 1 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9792
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9896
[0m PPV[0m 1.0000
[0m NPV[0m 0.9231
[0m F1[0m 0.9895
[0m Accuracy[0m 0.9833
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 1
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.8333
[0m NPV[0m 0.5000
[0m F1[0m 0.8333
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:23:01[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:23:02[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:23:02[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:23:02[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:23:03[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.41[39m[90m; User: [39m[90m8[39m[90m; System: [39m[90m0.27[39m[90m)[39m
[90m[2020-06-29 03:23:03[1m FUN[22m] [39mRunning grid line #28 of 40...
[90m[2020-06-29 03:23:03[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:23:03[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:23:04[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 48 0
[36m[1m 0[22m[39m 1 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9796
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9898
[0m PPV[0m 1.0000
[0m NPV[0m 0.9286
[0m F1[0m 0.9897
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:23:07[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:23:08[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:23:08[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:23:09[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:23:10[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.53[39m[90m; User: [39m[90m9.80[39m[90m; System: [39m[90m0.30[39m[90m)[39m
[90m[2020-06-29 03:23:10[1m FUN[22m] [39mRunning grid line #29 of 40...
[90m[2020-06-29 03:23:10[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:23:10[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:23:10[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:23:14[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:23:14[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:23:14[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:23:15[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:23:15[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.22[39m[90m; User: [39m[90m7.47[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 03:23:15[1m FUN[22m] [39mRunning grid line #30 of 40...
[90m[2020-06-29 03:23:15[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:23:15[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m60 x 39
[22m Training outcome: [1m60 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:23:16[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 1 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9792
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9896
[0m PPV[0m 1.0000
[0m NPV[0m 0.9231
[0m F1[0m 0.9895
[0m Accuracy[0m 0.9833
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 1.0000
[0m NPV[0m 0.6667
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:23:19[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:23:19[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:23:19[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:23:20[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:23:20[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.11[39m[90m; User: [39m[90m7.45[39m[90m; System: [39m[90m0.30[39m[90m)[39m
[90m[2020-06-29 03:23:21[1m FUN[22m] [39mRunning grid line #31 of 40...
[90m[2020-06-29 03:23:21[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:23:21[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m60 x 39
[22m Training outcome: [1m60 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:23:21[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 48 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.2000
[0m F1[0m NA
[0m Accuracy[0m 0.2000
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 6 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.2500
[0m F1[0m NA
[0m Accuracy[0m 0.2500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:23:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:23:24[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:23:24[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:23:24[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:23:25[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.16[39m[90m; User: [39m[90m5.56[39m[90m; System: [39m[90m0.31[39m[90m)[39m
[90m[2020-06-29 03:23:25[1m FUN[22m] [39mRunning grid line #32 of 40...
[90m[2020-06-29 03:23:25[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:23:25[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:23:25[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 16 0
[36m[1m 0[22m[39m 33 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3265
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6633
[0m PPV[0m 1.0000
[0m NPV[0m 0.2826
[0m F1[0m 0.4923
[0m Accuracy[0m 0.4677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8000
[0m PPV[0m 1.0000
[0m NPV[0m 0.3333
[0m F1[0m 0.7500
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:23:28[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:23:28[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:23:28[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:23:28[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:23:28[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.38[39m[90m; User: [39m[90m4.06[39m[90m; System: [39m[90m0.33[39m[90m)[39m
[90m[2020-06-29 03:23:28[1m FUN[22m] [39mRunning grid line #33 of 40...
[90m[2020-06-29 03:23:28[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:23:28[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:23:29[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 44 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1020
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5510
[0m PPV[0m 1.0000
[0m NPV[0m 0.2281
[0m F1[0m 0.1852
[0m Accuracy[0m 0.2903
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 4 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6000
[0m PPV[0m 1.0000
[0m NPV[0m 0.2000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:23:31[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:23:31[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:23:31[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:23:32[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:23:32[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.53[39m[90m; User: [39m[90m4.29[39m[90m; System: [39m[90m0.25[39m[90m)[39m
[90m[2020-06-29 03:23:32[1m FUN[22m] [39mRunning grid line #34 of 40...
[90m[2020-06-29 03:23:32[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:23:32[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m60 x 39
[22m Training outcome: [1m60 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:23:32[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 42 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1250
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5625
[0m PPV[0m 1.0000
[0m NPV[0m 0.2222
[0m F1[0m 0.2222
[0m Accuracy[0m 0.3000
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 3 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.4000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:23:35[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:23:35[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:23:35[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:23:36[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:23:36[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.39[39m[90m; User: [39m[90m6.14[39m[90m; System: [39m[90m0.29[39m[90m)[39m
[90m[2020-06-29 03:23:37[1m FUN[22m] [39mRunning grid line #35 of 40...
[90m[2020-06-29 03:23:37[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:23:37[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:23:37[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 13 0
[36m[1m 0[22m[39m 36 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2653
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6327
[0m PPV[0m 1.0000
[0m NPV[0m 0.2653
[0m F1[0m 0.4194
[0m Accuracy[0m 0.4194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 4 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6000
[0m PPV[0m 1.0000
[0m NPV[0m 0.2000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:23:40[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:23:40[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:23:40[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:23:41[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:23:41[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.81[39m[90m; User: [39m[90m6.78[39m[90m; System: [39m[90m0.31[39m[90m)[39m
[90m[2020-06-29 03:23:41[1m FUN[22m] [39mRunning grid line #36 of 40...
[90m[2020-06-29 03:23:42[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:23:42[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:23:42[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 19 0
[36m[1m 0[22m[39m 30 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3878
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6939
[0m PPV[0m 1.0000
[0m NPV[0m 0.3023
[0m F1[0m 0.5588
[0m Accuracy[0m 0.5161
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 4 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6000
[0m PPV[0m 1.0000
[0m NPV[0m 0.2000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:23:45[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:23:45[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:23:45[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:23:46[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:23:46[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.64[39m[90m; User: [39m[90m6.53[39m[90m; System: [39m[90m0.40[39m[90m)[39m
[90m[2020-06-29 03:23:46[1m FUN[22m] [39mRunning grid line #37 of 40...
[90m[2020-06-29 03:23:46[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:23:46[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m60 x 39
[22m Training outcome: [1m60 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:23:47[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 18 0
[36m[1m 0[22m[39m 30 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3750
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6875
[0m PPV[0m 1.0000
[0m NPV[0m 0.2857
[0m F1[0m 0.5455
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 4 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 1.0000
[0m NPV[0m 0.3333
[0m F1[0m 0.5000
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:23:49[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:23:50[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:23:50[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:23:50[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:23:51[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.56[39m[90m; User: [39m[90m6.53[39m[90m; System: [39m[90m0.33[39m[90m)[39m
[90m[2020-06-29 03:23:51[1m FUN[22m] [39mRunning grid line #38 of 40...
[90m[2020-06-29 03:23:51[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:23:51[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:23:51[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 19 0
[36m[1m 0[22m[39m 30 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3878
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6939
[0m PPV[0m 1.0000
[0m NPV[0m 0.3023
[0m F1[0m 0.5588
[0m Accuracy[0m 0.5161
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8000
[0m PPV[0m 1.0000
[0m NPV[0m 0.3333
[0m F1[0m 0.7500
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:23:54[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:23:54[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:23:54[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:23:54[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:23:54[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.36[39m[90m; User: [39m[90m4.11[39m[90m; System: [39m[90m0.24[39m[90m)[39m
[90m[2020-06-29 03:23:54[1m FUN[22m] [39mRunning grid line #39 of 40...
[90m[2020-06-29 03:23:54[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:23:54[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:23:55[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 7 0
[36m[1m 0[22m[39m 42 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1429
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5714
[0m PPV[0m 1.0000
[0m NPV[0m 0.2364
[0m F1[0m 0.2500
[0m Accuracy[0m 0.3226
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 5 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.1667
[0m F1[0m NA
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:23:57[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:23:58[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:23:58[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:23:58[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:23:59[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.40[39m[90m; User: [39m[90m6.12[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 03:23:59[1m FUN[22m] [39mRunning grid line #40 of 40...
[90m[2020-06-29 03:23:59[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:23:59[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m60 x 39
[22m Training outcome: [1m60 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:23:59[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 17 0
[36m[1m 0[22m[39m 31 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3542
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6771
[0m PPV[0m 1.0000
[0m NPV[0m 0.2791
[0m F1[0m 0.5231
[0m Accuracy[0m 0.4833
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 3 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.4000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:24:02[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:24:03[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:24:03[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:24:03[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:24:03[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.43[39m[90m; User: [39m[90m5.84[39m[90m; System: [39m[90m0.28[39m[90m)[39m
[90m[2020-06-29 03:24:09[1m FUN[22m] [39mRunning grid line #1 of 40...
[90m[2020-06-29 03:24:09[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:24:09[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:24:09[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9344
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:24:14[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:24:14[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:24:15[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:24:16[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:24:17[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.31[39m[90m; User: [39m[90m12.70[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 03:24:18[1m FUN[22m] [39mRunning grid line #2 of 40...
[90m[2020-06-29 03:24:18[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:24:18[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:24:18[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9200
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9600
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9583
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:24:22[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:24:22[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:24:22[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:24:24[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:24:25[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.74[39m[90m; User: [39m[90m12.78[39m[90m; System: [39m[90m0.45[39m[90m)[39m
[90m[2020-06-29 03:24:25[1m FUN[22m] [39mRunning grid line #3 of 40...
[90m[2020-06-29 03:24:25[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:24:25[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:24:26[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 1
[36m[1m 0[22m[39m 3 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 0.9231
[0mBalanced Accuracy[0m 0.9309
[0m PPV[0m 0.9787
[0m NPV[0m 0.8000
[0m F1[0m 0.9583
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:24:30[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:24:30[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:24:30[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:24:32[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:24:33[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m8[39m[90m; User: [39m[90m12.99[39m[90m; System: [39m[90m0.43[39m[90m)[39m
[90m[2020-06-29 03:24:33[1m FUN[22m] [39mRunning grid line #4 of 40...
[90m[2020-06-29 03:24:34[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:24:34[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:24:34[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 1
[36m[1m 0[22m[39m 4 11
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9200
[0m Specificity[0m 0.9167
[0mBalanced Accuracy[0m 0.9183
[0m PPV[0m 0.9787
[0m NPV[0m 0.7333
[0m F1[0m 0.9485
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:24:37[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:24:38[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:24:38[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:24:39[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:24:40[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.30[39m[90m; User: [39m[90m9.83[39m[90m; System: [39m[90m0.38[39m[90m)[39m
[90m[2020-06-29 03:24:40[1m FUN[22m] [39mRunning grid line #5 of 40...
[90m[2020-06-29 03:24:40[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:24:40[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:24:40[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 44 0
[36m[1m 0[22m[39m 5 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8980
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9490
[0m PPV[0m 1.0000
[0m NPV[0m 0.7222
[0m F1[0m 0.9462
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.3333
[0m F1[0m 0.8000
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:24:44[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:24:44[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:24:44[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:24:46[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:24:47[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.26[39m[90m; User: [39m[90m11.79[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 03:24:47[1m FUN[22m] [39mRunning grid line #6 of 40...
[90m[2020-06-29 03:24:47[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:24:47[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:24:48[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 5 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9500
[0m PPV[0m 1.0000
[0m NPV[0m 0.7222
[0m F1[0m 0.9474
[0m Accuracy[0m 0.9206
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 1
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.8333
[0m NPV[0m NA
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:24:52[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:24:52[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:24:52[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:24:54[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:24:55[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.94[39m[90m; User: [39m[90m12.87[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 03:24:55[1m FUN[22m] [39mRunning grid line #7 of 40...
[90m[2020-06-29 03:24:55[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:24:55[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:24:56[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 4 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9200
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9600
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.9583
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 1
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.8333
[0m NPV[0m 1.0000
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:25:00[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:25:00[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:25:01[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:25:02[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:25:03[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.92[39m[90m; User: [39m[90m12.90[39m[90m; System: [39m[90m0.46[39m[90m)[39m
[90m[2020-06-29 03:25:03[1m FUN[22m] [39mRunning grid line #8 of 40...
[90m[2020-06-29 03:25:03[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:25:03[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:25:04[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:25:07[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:25:08[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:25:08[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:25:10[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:25:11[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.53[39m[90m; User: [39m[90m12.24[39m[90m; System: [39m[90m0.48[39m[90m)[39m
[90m[2020-06-29 03:25:11[1m FUN[22m] [39mRunning grid line #9 of 40...
[90m[2020-06-29 03:25:11[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:25:11[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:25:11[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 48 0
[36m[1m 0[22m[39m 2 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9600
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9800
[0m PPV[0m 1.0000
[0m NPV[0m 0.8667
[0m F1[0m 0.9796
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.4000
[0m PPV[0m 0.8000
[0m NPV[0m 0.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:25:15[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:25:15[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:25:15[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:25:17[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:25:17[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.42[39m[90m; User: [39m[90m10.04[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 03:25:18[1m FUN[22m] [39mRunning grid line #10 of 40...
[90m[2020-06-29 03:25:18[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:25:18[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:25:18[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9344
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:25:22[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:25:22[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:25:22[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:25:23[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:25:25[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.89[39m[90m; User: [39m[90m10.85[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 03:25:25[1m FUN[22m] [39mRunning grid line #11 of 40...
[90m[2020-06-29 03:25:25[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:25:25[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:25:25[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 1
[36m[1m 0[22m[39m 3 11
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 0.9167
[0mBalanced Accuracy[0m 0.9277
[0m PPV[0m 0.9787
[0m NPV[0m 0.7857
[0m F1[0m 0.9583
[0m Accuracy[0m 0.9344
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:25:28[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:25:29[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:25:29[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:25:30[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:25:31[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.87[39m[90m; User: [39m[90m10.80[39m[90m; System: [39m[90m0.38[39m[90m)[39m
[90m[2020-06-29 03:25:32[1m FUN[22m] [39mRunning grid line #12 of 40...
[90m[2020-06-29 03:25:32[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:25:32[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:25:32[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9200
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9600
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9583
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:25:36[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:25:36[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:25:36[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:25:38[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:25:39[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.78[39m[90m; User: [39m[90m12.64[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 03:25:39[1m FUN[22m] [39mRunning grid line #13 of 40...
[90m[2020-06-29 03:25:39[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:25:39[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:25:40[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:25:44[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:25:45[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:25:45[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:25:47[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:25:48[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.98[39m[90m; User: [39m[90m14.97[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 03:25:48[1m FUN[22m] [39mRunning grid line #14 of 40...
[90m[2020-06-29 03:25:49[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:25:49[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:25:49[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 4 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9200
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9600
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.9583
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:25:52[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:25:53[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:25:53[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:25:54[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:25:56[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.09[39m[90m; User: [39m[90m11.61[39m[90m; System: [39m[90m0.40[39m[90m)[39m
[90m[2020-06-29 03:25:56[1m FUN[22m] [39mRunning grid line #15 of 40...
[90m[2020-06-29 03:25:56[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:25:56[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:25:56[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 44 0
[36m[1m 0[22m[39m 5 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8980
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9490
[0m PPV[0m 1.0000
[0m NPV[0m 0.7222
[0m F1[0m 0.9462
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.3333
[0m F1[0m 0.8000
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:26:00[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:26:00[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:26:00[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:26:01[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:26:03[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m6.94[39m[90m; User: [39m[90m11.08[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 03:26:03[1m FUN[22m] [39mRunning grid line #16 of 40...
[90m[2020-06-29 03:26:03[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:26:03[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:26:03[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 5 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9500
[0m PPV[0m 1.0000
[0m NPV[0m 0.7222
[0m F1[0m 0.9474
[0m Accuracy[0m 0.9206
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 1
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.8333
[0m NPV[0m NA
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:26:08[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:26:09[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:26:09[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:26:11[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:26:14[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.86[39m[90m; User: [39m[90m17.61[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 03:26:14[1m FUN[22m] [39mRunning grid line #17 of 40...
[90m[2020-06-29 03:26:14[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:26:14[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:26:14[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 4 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9200
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9600
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.9583
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 1
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.8333
[0m NPV[0m 1.0000
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:26:18[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:26:19[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:26:19[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:26:21[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:26:22[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.39[39m[90m; User: [39m[90m13.78[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 03:26:22[1m FUN[22m] [39mRunning grid line #18 of 40...
[90m[2020-06-29 03:26:22[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:26:22[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:26:23[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:26:27[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:26:27[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:26:28[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:26:30[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:26:31[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.12[39m[90m; User: [39m[90m15.52[39m[90m; System: [39m[90m0.40[39m[90m)[39m
[90m[2020-06-29 03:26:32[1m FUN[22m] [39mRunning grid line #19 of 40...
[90m[2020-06-29 03:26:32[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:26:32[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:26:32[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 48 0
[36m[1m 0[22m[39m 2 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9600
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9800
[0m PPV[0m 1.0000
[0m NPV[0m 0.8667
[0m F1[0m 0.9796
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.4000
[0m PPV[0m 0.8000
[0m NPV[0m 0.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:26:36[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:26:36[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:26:36[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:26:38[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:26:39[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.69[39m[90m; User: [39m[90m12.76[39m[90m; System: [39m[90m0.37[39m[90m)[39m
[90m[2020-06-29 03:26:39[1m FUN[22m] [39mRunning grid line #20 of 40...
[90m[2020-06-29 03:26:39[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:26:39[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:26:40[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9344
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:26:43[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:26:44[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:26:44[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:26:46[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:26:47[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.51[39m[90m; User: [39m[90m12.19[39m[90m; System: [39m[90m0.49[39m[90m)[39m
[90m[2020-06-29 03:26:47[1m FUN[22m] [39mRunning grid line #21 of 40...
[90m[2020-06-29 03:26:47[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:26:47[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:26:47[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 3 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9694
[0m PPV[0m 1.0000
[0m NPV[0m 0.8000
[0m F1[0m 0.9684
[0m Accuracy[0m 0.9508
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:26:51[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:26:51[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:26:51[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:26:52[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:26:53[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.50[39m[90m; User: [39m[90m8.17[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 03:26:53[1m FUN[22m] [39mRunning grid line #22 of 40...
[90m[2020-06-29 03:26:53[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:26:53[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:26:53[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 3 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9700
[0m PPV[0m 1.0000
[0m NPV[0m 0.8125
[0m F1[0m 0.9691
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:26:57[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:26:57[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:26:57[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:26:58[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:26:59[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6.09[39m[90m; User: [39m[90m9.05[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 03:26:59[1m FUN[22m] [39mRunning grid line #23 of 40...
[90m[2020-06-29 03:26:59[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:26:59[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:26:59[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 41 0
[36m[1m 0[22m[39m 8 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8367
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9184
[0m PPV[0m 1.0000
[0m NPV[0m 0.6190
[0m F1[0m 0.9111
[0m Accuracy[0m 0.8710
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 3 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.2500
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:27:02[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:27:02[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:27:02[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:27:03[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:27:03[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.45[39m[90m; User: [39m[90m6.27[39m[90m; System: [39m[90m0.22[39m[90m)[39m
[90m[2020-06-29 03:27:03[1m FUN[22m] [39mRunning grid line #24 of 40...
[90m[2020-06-29 03:27:03[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:27:03[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:27:04[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 48 0
[36m[1m 0[22m[39m 2 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9600
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9800
[0m PPV[0m 1.0000
[0m NPV[0m 0.8571
[0m F1[0m 0.9796
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.6667
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:27:07[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:27:07[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:27:08[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:27:08[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:27:09[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m5.86[39m[90m; User: [39m[90m8.88[39m[90m; System: [39m[90m0.25[39m[90m)[39m
[90m[2020-06-29 03:27:09[1m FUN[22m] [39mRunning grid line #25 of 40...
[90m[2020-06-29 03:27:09[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:27:09[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:27:10[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 3 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9694
[0m PPV[0m 1.0000
[0m NPV[0m 0.8125
[0m F1[0m 0.9684
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:27:13[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:27:14[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:27:14[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:27:15[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:27:16[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6.26[39m[90m; User: [39m[90m9.16[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 03:27:16[1m FUN[22m] [39mRunning grid line #26 of 40...
[90m[2020-06-29 03:27:16[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:27:16[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:27:16[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 41 0
[36m[1m 0[22m[39m 9 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8200
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9100
[0m PPV[0m 1.0000
[0m NPV[0m 0.5909
[0m F1[0m 0.9011
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:27:20[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:27:20[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:27:20[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:27:21[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:27:21[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.64[39m[90m; User: [39m[90m7.32[39m[90m; System: [39m[90m0.24[39m[90m)[39m
[90m[2020-06-29 03:27:21[1m FUN[22m] [39mRunning grid line #27 of 40...
[90m[2020-06-29 03:27:22[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:27:22[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:27:22[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 4 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9200
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9600
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.9583
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 1
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.8333
[0m NPV[0m 1.0000
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:27:25[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:27:25[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:27:26[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:27:26[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:27:27[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.11[39m[90m; User: [39m[90m6.50[39m[90m; System: [39m[90m0.22[39m[90m)[39m
[90m[2020-06-29 03:27:27[1m FUN[22m] [39mRunning grid line #28 of 40...
[90m[2020-06-29 03:27:27[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:27:27[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:27:27[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 3 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9694
[0m PPV[0m 1.0000
[0m NPV[0m 0.8125
[0m F1[0m 0.9684
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:27:31[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:27:31[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:27:31[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:27:32[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:27:33[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.42[39m[90m; User: [39m[90m8.44[39m[90m; System: [39m[90m0.48[39m[90m)[39m
[90m[2020-06-29 03:27:33[1m FUN[22m] [39mRunning grid line #29 of 40...
[90m[2020-06-29 03:27:33[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:27:33[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:27:34[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 48 0
[36m[1m 0[22m[39m 2 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9600
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9800
[0m PPV[0m 1.0000
[0m NPV[0m 0.8667
[0m F1[0m 0.9796
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.4000
[0m PPV[0m 0.8000
[0m NPV[0m 0.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:27:37[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:27:38[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:27:38[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:27:38[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:27:39[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m5.85[39m[90m; User: [39m[90m8.20[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 03:27:39[1m FUN[22m] [39mRunning grid line #30 of 40...
[90m[2020-06-29 03:27:39[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:27:39[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:27:40[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 3 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9694
[0m PPV[0m 1.0000
[0m NPV[0m 0.8000
[0m F1[0m 0.9684
[0m Accuracy[0m 0.9508
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 1.0000
[0m NPV[0m 0.6667
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:27:43[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:27:43[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:27:43[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:27:44[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:27:45[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m5.72[39m[90m; User: [39m[90m6.89[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 03:27:45[1m FUN[22m] [39mRunning grid line #31 of 40...
[90m[2020-06-29 03:27:45[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:27:45[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:27:46[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 9 0
[36m[1m 0[22m[39m 40 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1837
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5918
[0m PPV[0m 1.0000
[0m NPV[0m 0.2308
[0m F1[0m 0.3103
[0m Accuracy[0m 0.3443
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 5 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 1.0000
[0m NPV[0m 0.2857
[0m F1[0m 0.2857
[0m Accuracy[0m 0.3750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:27:49[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:27:49[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:27:49[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:27:49[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:27:50[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.63[39m[90m; User: [39m[90m5.44[39m[90m; System: [39m[90m0.31[39m[90m)[39m
[90m[2020-06-29 03:27:50[1m FUN[22m] [39mRunning grid line #32 of 40...
[90m[2020-06-29 03:27:50[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:27:50[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:27:50[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 0
[36m[1m 0[22m[39m 40 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6000
[0m PPV[0m 1.0000
[0m NPV[0m 0.2453
[0m F1[0m 0.3333
[0m Accuracy[0m 0.3651
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 3 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7000
[0m PPV[0m 1.0000
[0m NPV[0m 0.2500
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:27:53[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:27:54[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:27:54[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:27:54[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:27:54[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.52[39m[90m; User: [39m[90m5.33[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 03:27:54[1m FUN[22m] [39mRunning grid line #33 of 40...
[90m[2020-06-29 03:27:55[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:27:55[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:27:55[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 46 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0612
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5306
[0m PPV[0m 1.0000
[0m NPV[0m 0.2203
[0m F1[0m 0.1154
[0m Accuracy[0m 0.2581
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 5 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 1.0000
[0m NPV[0m 0.1667
[0m F1[0m 0.2857
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:27:58[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:27:58[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:27:58[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:27:59[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:28:00[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.17[39m[90m; User: [39m[90m6.81[39m[90m; System: [39m[90m0.49[39m[90m)[39m
[90m[2020-06-29 03:28:00[1m FUN[22m] [39mRunning grid line #34 of 40...
[90m[2020-06-29 03:28:00[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:28:00[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:28:00[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 0
[36m[1m 0[22m[39m 38 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6200
[0m PPV[0m 1.0000
[0m NPV[0m 0.2400
[0m F1[0m 0.3871
[0m Accuracy[0m 0.3871
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 5 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.2857
[0m F1[0m NA
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:28:03[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:28:04[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:28:04[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:28:04[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:28:05[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.67[39m[90m; User: [39m[90m5.30[39m[90m; System: [39m[90m0.46[39m[90m)[39m
[90m[2020-06-29 03:28:05[1m FUN[22m] [39mRunning grid line #35 of 40...
[90m[2020-06-29 03:28:05[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:28:05[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:28:05[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 8 0
[36m[1m 0[22m[39m 41 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1633
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5816
[0m PPV[0m 1.0000
[0m NPV[0m 0.2407
[0m F1[0m 0.2807
[0m Accuracy[0m 0.3387
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 6 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.1429
[0m F1[0m NA
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:28:08[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:28:08[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:28:08[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:28:08[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:28:08[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.78[39m[90m; User: [39m[90m4.12[39m[90m; System: [39m[90m0.19[39m[90m)[39m
[90m[2020-06-29 03:28:08[1m FUN[22m] [39mRunning grid line #36 of 40...
[90m[2020-06-29 03:28:09[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:28:09[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:28:09[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 47 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0600
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5300
[0m PPV[0m 1.0000
[0m NPV[0m 0.2167
[0m F1[0m 0.1132
[0m Accuracy[0m 0.2540
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 4 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6000
[0m PPV[0m 1.0000
[0m NPV[0m 0.2000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:28:12[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:28:12[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:28:12[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:28:13[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:28:13[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.86[39m[90m; User: [39m[90m6.17[39m[90m; System: [39m[90m0.31[39m[90m)[39m
[90m[2020-06-29 03:28:13[1m FUN[22m] [39mRunning grid line #37 of 40...
[90m[2020-06-29 03:28:14[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:28:14[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:28:14[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 48 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5200
[0m PPV[0m 1.0000
[0m NPV[0m 0.2000
[0m F1[0m 0.0769
[0m Accuracy[0m 0.2258
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:28:16[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:28:17[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:28:17[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:28:17[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:28:17[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.38[39m[90m; User: [39m[90m3.97[39m[90m; System: [39m[90m0.27[39m[90m)[39m
[90m[2020-06-29 03:28:17[1m FUN[22m] [39mRunning grid line #38 of 40...
[90m[2020-06-29 03:28:17[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:28:17[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:28:17[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 0
[36m[1m 0[22m[39m 38 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2245
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6122
[0m PPV[0m 1.0000
[0m NPV[0m 0.2549
[0m F1[0m 0.3667
[0m Accuracy[0m 0.3871
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 5 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 1.0000
[0m NPV[0m 0.1667
[0m F1[0m 0.2857
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:28:20[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:28:20[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:28:20[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:28:21[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:28:21[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.06[39m[90m; User: [39m[90m5.40[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 03:28:21[1m FUN[22m] [39mRunning grid line #39 of 40...
[90m[2020-06-29 03:28:21[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:28:21[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:28:22[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 8 0
[36m[1m 0[22m[39m 42 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1600
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5800
[0m PPV[0m 1.0000
[0m NPV[0m 0.2364
[0m F1[0m 0.2759
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 4 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6000
[0m PPV[0m 1.0000
[0m NPV[0m 0.2000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:28:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:28:24[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:28:24[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:28:24[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:28:24[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.05[39m[90m minutes ([39m[90mReal: [39m[90m3.23[39m[90m; User: [39m[90m4.02[39m[90m; System: [39m[90m0.19[39m[90m)[39m
[90m[2020-06-29 03:28:24[1m FUN[22m] [39mRunning grid line #40 of 40...
[90m[2020-06-29 03:28:25[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:28:25[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:28:25[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 44 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1020
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5510
[0m PPV[0m 1.0000
[0m NPV[0m 0.2143
[0m F1[0m 0.1852
[0m Accuracy[0m 0.2787
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 4 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 1.0000
[0m NPV[0m 0.3333
[0m F1[0m 0.5000
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:28:27[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:28:27[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:28:27[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:28:28[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:28:28[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.05[39m[90m minutes ([39m[90mReal: [39m[90m3.14[39m[90m; User: [39m[90m3.73[39m[90m; System: [39m[90m0.22[39m[90m)[39m
[90m[2020-06-29 03:28:31[1m FUN[22m] [39mRunning grid line #1 of 40...
[90m[2020-06-29 03:28:31[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:28:31[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:28:31[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 48 0
[36m[1m 0[22m[39m 1 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9796
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9898
[0m PPV[0m 1.0000
[0m NPV[0m 0.9286
[0m F1[0m 0.9897
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 1
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.8333
[0m NPV[0m 0.5000
[0m F1[0m 0.8333
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:28:35[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:28:36[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:28:36[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:28:38[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:28:39[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.31[39m[90m; User: [39m[90m13.89[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 03:28:39[1m FUN[22m] [39mRunning grid line #2 of 40...
[90m[2020-06-29 03:28:39[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:28:39[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:28:40[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 4 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9200
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9600
[0m PPV[0m 1.0000
[0m NPV[0m 0.7778
[0m F1[0m 0.9583
[0m Accuracy[0m 0.9375
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8000
[0m PPV[0m 1.0000
[0m NPV[0m 0.3333
[0m F1[0m 0.7500
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:28:43[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:28:44[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:28:44[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:28:45[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:28:47[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.25[39m[90m; User: [39m[90m11.83[39m[90m; System: [39m[90m0.22[39m[90m)[39m
[90m[2020-06-29 03:28:47[1m FUN[22m] [39mRunning grid line #3 of 40...
[90m[2020-06-29 03:28:47[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:28:47[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:28:47[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 1
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:28:50[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:28:51[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:28:51[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:28:52[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:28:53[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6.14[39m[90m; User: [39m[90m9.62[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 03:28:53[1m FUN[22m] [39mRunning grid line #4 of 40...
[90m[2020-06-29 03:28:53[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:28:53[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:28:53[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 4 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9200
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9600
[0m PPV[0m 1.0000
[0m NPV[0m 0.7778
[0m F1[0m 0.9583
[0m Accuracy[0m 0.9375
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:28:57[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:28:57[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:28:58[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:28:59[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:29:01[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.64[39m[90m; User: [39m[90m12.48[39m[90m; System: [39m[90m0.26[39m[90m)[39m
[90m[2020-06-29 03:29:01[1m FUN[22m] [39mRunning grid line #5 of 40...
[90m[2020-06-29 03:29:01[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:29:01[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:29:01[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 44 0
[36m[1m 0[22m[39m 5 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8980
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9490
[0m PPV[0m 1.0000
[0m NPV[0m 0.7222
[0m F1[0m 0.9462
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 1.0000
[0m NPV[0m 0.6667
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:29:05[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:29:05[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:29:05[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:29:06[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:29:07[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.85[39m[90m; User: [39m[90m10.87[39m[90m; System: [39m[90m0.45[39m[90m)[39m
[90m[2020-06-29 03:29:08[1m FUN[22m] [39mRunning grid line #6 of 40...
[90m[2020-06-29 03:29:08[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:29:08[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:29:08[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 3 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9700
[0m PPV[0m 1.0000
[0m NPV[0m 0.8235
[0m F1[0m 0.9691
[0m Accuracy[0m 0.9531
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:29:12[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:29:13[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:29:13[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:29:15[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:29:17[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.39[39m[90m; User: [39m[90m15.36[39m[90m; System: [39m[90m0.55[39m[90m)[39m
[90m[2020-06-29 03:29:17[1m FUN[22m] [39mRunning grid line #7 of 40...
[90m[2020-06-29 03:29:17[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:29:17[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:29:17[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 4 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9200
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9600
[0m PPV[0m 1.0000
[0m NPV[0m 0.7778
[0m F1[0m 0.9583
[0m Accuracy[0m 0.9375
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:29:21[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:29:22[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:29:22[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:29:24[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:29:25[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.11[39m[90m; User: [39m[90m13.24[39m[90m; System: [39m[90m0.51[39m[90m)[39m
[90m[2020-06-29 03:29:25[1m FUN[22m] [39mRunning grid line #8 of 40...
[90m[2020-06-29 03:29:25[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:29:25[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:29:26[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 2 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9592
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9796
[0m PPV[0m 1.0000
[0m NPV[0m 0.8667
[0m F1[0m 0.9792
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 1.0000
[0m NPV[0m 0.6667
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:29:29[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:29:30[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:29:30[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:29:32[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:29:33[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.91[39m[90m; User: [39m[90m12.90[39m[90m; System: [39m[90m0.47[39m[90m)[39m
[90m[2020-06-29 03:29:33[1m FUN[22m] [39mRunning grid line #9 of 40...
[90m[2020-06-29 03:29:33[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:29:33[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:29:34[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 4 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9200
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9600
[0m PPV[0m 1.0000
[0m NPV[0m 0.7778
[0m F1[0m 0.9583
[0m Accuracy[0m 0.9375
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:29:38[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:29:39[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:29:39[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:29:41[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:29:42[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.78[39m[90m; User: [39m[90m14.28[39m[90m; System: [39m[90m0.55[39m[90m)[39m
[90m[2020-06-29 03:29:42[1m FUN[22m] [39mRunning grid line #10 of 40...
[90m[2020-06-29 03:29:42[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:29:42[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:29:43[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 1.0000
[0m NPV[0m 0.6667
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:29:46[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:29:47[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:29:47[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:29:49[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:29:50[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.55[39m[90m; User: [39m[90m12.04[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 03:29:50[1m FUN[22m] [39mRunning grid line #11 of 40...
[90m[2020-06-29 03:29:50[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:29:50[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:29:50[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 49 0
[36m[1m 0[22m[39m 0 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 1
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:29:54[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:29:55[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:29:55[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:29:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:29:58[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.52[39m[90m; User: [39m[90m14.15[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 03:29:59[1m FUN[22m] [39mRunning grid line #12 of 40...
[90m[2020-06-29 03:29:59[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:29:59[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:29:59[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 3 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9700
[0m PPV[0m 1.0000
[0m NPV[0m 0.8235
[0m F1[0m 0.9691
[0m Accuracy[0m 0.9531
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:30:03[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:30:03[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:30:03[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:30:05[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:30:07[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.64[39m[90m; User: [39m[90m14.09[39m[90m; System: [39m[90m0.54[39m[90m)[39m
[90m[2020-06-29 03:30:07[1m FUN[22m] [39mRunning grid line #13 of 40...
[90m[2020-06-29 03:30:07[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:30:07[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:30:08[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 1
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:30:11[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:30:12[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:30:12[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:30:13[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:30:14[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.89[39m[90m; User: [39m[90m11[39m[90m; System: [39m[90m0.35[39m[90m)[39m
[90m[2020-06-29 03:30:14[1m FUN[22m] [39mRunning grid line #14 of 40...
[90m[2020-06-29 03:30:14[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:30:14[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:30:15[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 3 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9700
[0m PPV[0m 1.0000
[0m NPV[0m 0.8235
[0m F1[0m 0.9691
[0m Accuracy[0m 0.9531
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:30:18[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:30:19[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:30:19[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:30:21[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:30:22[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.15[39m[90m; User: [39m[90m13.36[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 03:30:23[1m FUN[22m] [39mRunning grid line #15 of 40...
[90m[2020-06-29 03:30:23[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:30:23[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:30:23[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 1.0000
[0m NPV[0m 0.6667
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:30:26[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:30:27[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:30:27[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:30:28[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:30:30[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.05[39m[90m; User: [39m[90m11.32[39m[90m; System: [39m[90m0.33[39m[90m)[39m
[90m[2020-06-29 03:30:30[1m FUN[22m] [39mRunning grid line #16 of 40...
[90m[2020-06-29 03:30:30[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:30:30[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:30:30[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 3 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9700
[0m PPV[0m 1.0000
[0m NPV[0m 0.8235
[0m F1[0m 0.9691
[0m Accuracy[0m 0.9531
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:30:34[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:30:34[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:30:34[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:30:36[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:30:37[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m6.95[39m[90m; User: [39m[90m11.09[39m[90m; System: [39m[90m0.29[39m[90m)[39m
[90m[2020-06-29 03:30:37[1m FUN[22m] [39mRunning grid line #17 of 40...
[90m[2020-06-29 03:30:37[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:30:37[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:30:37[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 3 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9700
[0m PPV[0m 1.0000
[0m NPV[0m 0.8235
[0m F1[0m 0.9691
[0m Accuracy[0m 0.9531
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:30:41[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:30:42[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:30:42[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:30:43[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:30:45[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.69[39m[90m; User: [39m[90m12.36[39m[90m; System: [39m[90m0.49[39m[90m)[39m
[90m[2020-06-29 03:30:45[1m FUN[22m] [39mRunning grid line #18 of 40...
[90m[2020-06-29 03:30:45[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:30:45[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:30:45[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 2 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9592
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9796
[0m PPV[0m 1.0000
[0m NPV[0m 0.8667
[0m F1[0m 0.9792
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 1.0000
[0m NPV[0m 0.6667
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:30:49[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:30:49[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:30:49[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:30:51[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:30:52[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.79[39m[90m; User: [39m[90m12.72[39m[90m; System: [39m[90m0.43[39m[90m)[39m
[90m[2020-06-29 03:30:52[1m FUN[22m] [39mRunning grid line #19 of 40...
[90m[2020-06-29 03:30:53[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:30:53[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:30:53[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 4 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9200
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9600
[0m PPV[0m 1.0000
[0m NPV[0m 0.7778
[0m F1[0m 0.9583
[0m Accuracy[0m 0.9375
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:30:57[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:30:58[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:30:58[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:31:00[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:31:01[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.76[39m[90m; User: [39m[90m14.70[39m[90m; System: [39m[90m0.49[39m[90m)[39m
[90m[2020-06-29 03:31:01[1m FUN[22m] [39mRunning grid line #20 of 40...
[90m[2020-06-29 03:31:01[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:31:01[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:31:02[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 1.0000
[0m NPV[0m 0.6667
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:31:06[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:31:06[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:31:06[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:31:08[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:31:10[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.57[39m[90m; User: [39m[90m14.27[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 03:31:10[1m FUN[22m] [39mRunning grid line #21 of 40...
[90m[2020-06-29 03:31:10[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:31:10[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:31:10[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 48 0
[36m[1m 0[22m[39m 1 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9796
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9898
[0m PPV[0m 1.0000
[0m NPV[0m 0.9286
[0m F1[0m 0.9897
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 1
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.8333
[0m NPV[0m 0.5000
[0m F1[0m 0.8333
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:31:13[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:31:13[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:31:14[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:31:14[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:31:15[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.57[39m[90m; User: [39m[90m6.65[39m[90m; System: [39m[90m0.28[39m[90m)[39m
[90m[2020-06-29 03:31:15[1m FUN[22m] [39mRunning grid line #22 of 40...
[90m[2020-06-29 03:31:15[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:31:15[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:31:15[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 50 0
[36m[1m 0[22m[39m 0 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 1
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.8333
[0m NPV[0m NA
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:31:18[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:31:19[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:31:19[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:31:20[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:31:21[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6.11[39m[90m; User: [39m[90m9.55[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 03:31:21[1m FUN[22m] [39mRunning grid line #23 of 40...
[90m[2020-06-29 03:31:21[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:31:21[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:31:21[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 2 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9592
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9796
[0m PPV[0m 1.0000
[0m NPV[0m 0.8667
[0m F1[0m 0.9792
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 1
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:31:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:31:25[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:31:25[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:31:25[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:31:26[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.83[39m[90m; User: [39m[90m6.95[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 03:31:26[1m FUN[22m] [39mRunning grid line #24 of 40...
[90m[2020-06-29 03:31:26[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:31:26[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:31:26[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 50 0
[36m[1m 0[22m[39m 0 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:31:29[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:31:30[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:31:30[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:31:31[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:31:31[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.30[39m[90m; User: [39m[90m7.71[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 03:31:31[1m FUN[22m] [39mRunning grid line #25 of 40...
[90m[2020-06-29 03:31:31[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:31:31[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:31:32[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 1.0000
[0m NPV[0m 0.6667
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:31:35[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:31:35[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:31:35[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:31:36[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:31:37[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.17[39m[90m; User: [39m[90m7.78[39m[90m; System: [39m[90m0.33[39m[90m)[39m
[90m[2020-06-29 03:31:37[1m FUN[22m] [39mRunning grid line #26 of 40...
[90m[2020-06-29 03:31:37[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:31:37[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:31:37[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 48 0
[36m[1m 0[22m[39m 2 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9600
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9800
[0m PPV[0m 1.0000
[0m NPV[0m 0.8750
[0m F1[0m 0.9796
[0m Accuracy[0m 0.9688
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:31:41[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:31:41[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:31:41[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:31:42[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:31:44[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m6.90[39m[90m; User: [39m[90m11.22[39m[90m; System: [39m[90m0.32[39m[90m)[39m
[90m[2020-06-29 03:31:44[1m FUN[22m] [39mRunning grid line #27 of 40...
[90m[2020-06-29 03:31:44[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:31:44[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:31:44[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 49 0
[36m[1m 0[22m[39m 1 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9800
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9900
[0m PPV[0m 1.0000
[0m NPV[0m 0.9333
[0m F1[0m 0.9899
[0m Accuracy[0m 0.9844
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:31:48[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:31:49[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:31:49[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:31:50[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:31:51[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.73[39m[90m; User: [39m[90m12.44[39m[90m; System: [39m[90m0.45[39m[90m)[39m
[90m[2020-06-29 03:31:51[1m FUN[22m] [39mRunning grid line #28 of 40...
[90m[2020-06-29 03:31:51[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:31:52[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:31:52[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 48 0
[36m[1m 0[22m[39m 1 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9796
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9898
[0m PPV[0m 1.0000
[0m NPV[0m 0.9286
[0m F1[0m 0.9897
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 1.0000
[0m NPV[0m 0.6667
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:31:55[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:31:55[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:31:55[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:31:56[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:31:56[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m5[39m[90m; User: [39m[90m7.41[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 03:31:57[1m FUN[22m] [39mRunning grid line #29 of 40...
[90m[2020-06-29 03:31:57[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:31:57[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:31:57[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 48 0
[36m[1m 0[22m[39m 2 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9600
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9800
[0m PPV[0m 1.0000
[0m NPV[0m 0.8750
[0m F1[0m 0.9796
[0m Accuracy[0m 0.9688
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:32:00[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:32:00[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:32:00[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:32:01[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:32:01[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.53[39m[90m; User: [39m[90m6.33[39m[90m; System: [39m[90m0.27[39m[90m)[39m
[90m[2020-06-29 03:32:01[1m FUN[22m] [39mRunning grid line #30 of 40...
[90m[2020-06-29 03:32:01[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:32:01[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:32:02[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 48 1
[36m[1m 0[22m[39m 1 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9796
[0m Specificity[0m 0.9231
[0mBalanced Accuracy[0m 0.9513
[0m PPV[0m 0.9796
[0m NPV[0m 0.9231
[0m F1[0m 0.9796
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 1.0000
[0m NPV[0m 0.6667
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:32:05[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:32:06[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:32:06[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:32:08[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:32:09[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m8[39m[90m; User: [39m[90m13.21[39m[90m; System: [39m[90m0.52[39m[90m)[39m
[90m[2020-06-29 03:32:09[1m FUN[22m] [39mRunning grid line #31 of 40...
[90m[2020-06-29 03:32:09[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:32:09[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:32:10[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 8 0
[36m[1m 0[22m[39m 41 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1633
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5816
[0m PPV[0m 1.0000
[0m NPV[0m 0.2407
[0m F1[0m 0.2807
[0m Accuracy[0m 0.3387
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 6 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.2500
[0m F1[0m NA
[0m Accuracy[0m 0.2500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:32:12[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:32:12[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:32:12[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:32:12[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:32:13[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.05[39m[90m minutes ([39m[90mReal: [39m[90m3.26[39m[90m; User: [39m[90m3.94[39m[90m; System: [39m[90m0.25[39m[90m)[39m
[90m[2020-06-29 03:32:13[1m FUN[22m] [39mRunning grid line #32 of 40...
[90m[2020-06-29 03:32:13[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:32:13[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:32:13[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 16 0
[36m[1m 0[22m[39m 34 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3200
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6600
[0m PPV[0m 1.0000
[0m NPV[0m 0.2917
[0m F1[0m 0.4848
[0m Accuracy[0m 0.4688
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 4 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6000
[0m PPV[0m 1.0000
[0m NPV[0m 0.2000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:32:16[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:32:16[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:32:16[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:32:16[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:32:16[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.66[39m[90m; User: [39m[90m4.58[39m[90m; System: [39m[90m0.29[39m[90m)[39m
[90m[2020-06-29 03:32:16[1m FUN[22m] [39mRunning grid line #33 of 40...
[90m[2020-06-29 03:32:16[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:32:17[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:32:17[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 13 0
[36m[1m 0[22m[39m 36 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2653
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6327
[0m PPV[0m 1.0000
[0m NPV[0m 0.2653
[0m F1[0m 0.4194
[0m Accuracy[0m 0.4194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 5 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 1.0000
[0m NPV[0m 0.2857
[0m F1[0m 0.2857
[0m Accuracy[0m 0.3750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:32:20[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:32:20[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:32:20[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:32:20[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:32:21[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.76[39m[90m; User: [39m[90m5.48[39m[90m; System: [39m[90m0.23[39m[90m)[39m
[90m[2020-06-29 03:32:21[1m FUN[22m] [39mRunning grid line #34 of 40...
[90m[2020-06-29 03:32:21[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:32:21[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:32:22[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 8 0
[36m[1m 0[22m[39m 42 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1600
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5800
[0m PPV[0m 1.0000
[0m NPV[0m 0.2500
[0m F1[0m 0.2759
[0m Accuracy[0m 0.3438
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 5 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.1667
[0m F1[0m NA
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:32:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:32:24[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:32:24[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:32:25[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:32:25[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.45[39m[90m; User: [39m[90m4.45[39m[90m; System: [39m[90m0.17[39m[90m)[39m
[90m[2020-06-29 03:32:25[1m FUN[22m] [39mRunning grid line #35 of 40...
[90m[2020-06-29 03:32:25[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:32:25[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:32:25[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 6
[36m[1m 0[22m[39m 38 7
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2245
[0m Specificity[0m 0.5385
[0mBalanced Accuracy[0m 0.3815
[0m PPV[0m 0.6471
[0m NPV[0m 0.1556
[0m F1[0m 0.3333
[0m Accuracy[0m 0.2903
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 2
[36m[1m 0[22m[39m 6 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.0000
[0m PPV[0m 0.0000
[0m NPV[0m 0.0000
[0m F1[0m NA
[0m Accuracy[0m 0.0000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:32:28[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:32:28[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:32:28[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:32:29[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:32:29[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m3.93[39m[90m; User: [39m[90m5.34[39m[90m; System: [39m[90m0.28[39m[90m)[39m
[90m[2020-06-29 03:32:29[1m FUN[22m] [39mRunning grid line #36 of 40...
[90m[2020-06-29 03:32:29[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:32:29[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:32:29[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 13 1
[36m[1m 0[22m[39m 37 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2600
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.5943
[0m PPV[0m 0.9286
[0m NPV[0m 0.2600
[0m F1[0m 0.4062
[0m Accuracy[0m 0.4062
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 4 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6000
[0m PPV[0m 1.0000
[0m NPV[0m 0.2000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:32:32[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:32:32[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:32:32[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:32:32[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:32:33[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.55[39m[90m; User: [39m[90m4.12[39m[90m; System: [39m[90m0.25[39m[90m)[39m
[90m[2020-06-29 03:32:33[1m FUN[22m] [39mRunning grid line #37 of 40...
[90m[2020-06-29 03:32:33[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:32:33[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:32:33[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 0
[36m[1m 0[22m[39m 39 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2200
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6100
[0m PPV[0m 1.0000
[0m NPV[0m 0.2642
[0m F1[0m 0.3607
[0m Accuracy[0m 0.3906
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8000
[0m PPV[0m 1.0000
[0m NPV[0m 0.3333
[0m F1[0m 0.7500
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:32:36[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:32:36[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:32:36[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:32:36[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:32:36[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.59[39m[90m; User: [39m[90m4.63[39m[90m; System: [39m[90m0.35[39m[90m)[39m
[90m[2020-06-29 03:32:36[1m FUN[22m] [39mRunning grid line #38 of 40...
[90m[2020-06-29 03:32:36[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:32:36[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:32:37[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 49 5
[36m[1m 0[22m[39m 0 8
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6154
[0mBalanced Accuracy[0m 0.8077
[0m PPV[0m 0.9074
[0m NPV[0m 1.0000
[0m F1[0m 0.9515
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 1
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:32:39[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:32:39[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:32:39[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:32:39[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:32:39[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.05[39m[90m minutes ([39m[90mReal: [39m[90m2.88[39m[90m; User: [39m[90m3.19[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 03:32:39[1m FUN[22m] [39mRunning grid line #39 of 40...
[90m[2020-06-29 03:32:39[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:32:40[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:32:40[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 44 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1200
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5600
[0m PPV[0m 1.0000
[0m NPV[0m 0.2414
[0m F1[0m 0.2143
[0m Accuracy[0m 0.3125
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 3 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7000
[0m PPV[0m 1.0000
[0m NPV[0m 0.2500
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:32:42[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:32:43[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:32:43[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:32:43[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:32:44[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.07[39m[90m; User: [39m[90m5.56[39m[90m; System: [39m[90m0.43[39m[90m)[39m
[90m[2020-06-29 03:32:44[1m FUN[22m] [39mRunning grid line #40 of 40...
[90m[2020-06-29 03:32:44[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:32:44[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:32:44[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 13
[36m[1m 0[22m[39m 3 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.4694
[0m PPV[0m 0.7797
[0m NPV[0m 0.0000
[0m F1[0m 0.8519
[0m Accuracy[0m 0.7419
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 2
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.7500
[0m NPV[0m NA
[0m F1[0m 0.8571
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:32:48[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:32:48[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:32:48[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:32:50[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:32:51[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.07[39m[90m; User: [39m[90m10.40[39m[90m; System: [39m[90m0.48[39m[90m)[39m
[90m[2020-06-29 03:32:56[1m FUN[22m] [39mRunning grid line #1 of 40...
[90m[2020-06-29 03:32:56[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:32:56[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:32:57[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 2 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9592
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9796
[0m PPV[0m 1.0000
[0m NPV[0m 0.8571
[0m F1[0m 0.9792
[0m Accuracy[0m 0.9672
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:33:00[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:33:01[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:33:01[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:33:03[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:33:04[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.61[39m[90m; User: [39m[90m12.19[39m[90m; System: [39m[90m0.28[39m[90m)[39m
[90m[2020-06-29 03:33:04[1m FUN[22m] [39mRunning grid line #2 of 40...
[90m[2020-06-29 03:33:04[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:33:04[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:33:04[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9200
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9600
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9583
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.4000
[0m PPV[0m 0.8000
[0m NPV[0m 0.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:33:08[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:33:09[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:33:09[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:33:10[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:33:11[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.42[39m[90m; User: [39m[90m11.22[39m[90m; System: [39m[90m0.38[39m[90m)[39m
[90m[2020-06-29 03:33:12[1m FUN[22m] [39mRunning grid line #3 of 40...
[90m[2020-06-29 03:33:12[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:33:12[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:33:12[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 2 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9592
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9796
[0m PPV[0m 1.0000
[0m NPV[0m 0.8667
[0m F1[0m 0.9792
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:33:16[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:33:17[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:33:17[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:33:18[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:33:20[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m8[39m[90m; User: [39m[90m12.48[39m[90m; System: [39m[90m0.48[39m[90m)[39m
[90m[2020-06-29 03:33:20[1m FUN[22m] [39mRunning grid line #4 of 40...
[90m[2020-06-29 03:33:20[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:33:20[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:33:20[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 48 0
[36m[1m 0[22m[39m 2 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9600
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9800
[0m PPV[0m 1.0000
[0m NPV[0m 0.8571
[0m F1[0m 0.9796
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 1
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.8333
[0m NPV[0m 1.0000
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:33:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:33:25[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:33:25[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:33:28[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:33:30[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m9.91[39m[90m; User: [39m[90m13.93[39m[90m; System: [39m[90m0.60[39m[90m)[39m
[90m[2020-06-29 03:33:30[1m FUN[22m] [39mRunning grid line #5 of 40...
[90m[2020-06-29 03:33:30[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:33:30[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:33:30[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 2 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9592
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9796
[0m PPV[0m 1.0000
[0m NPV[0m 0.8667
[0m F1[0m 0.9792
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:33:37[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:33:38[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:33:38[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:33:41[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:33:43[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.22[39m[90m minutes ([39m[90mReal: [39m[90m13.18[39m[90m; User: [39m[90m17.09[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 03:33:43[1m FUN[22m] [39mRunning grid line #6 of 40...
[90m[2020-06-29 03:33:43[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:33:43[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:33:44[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 49 0
[36m[1m 0[22m[39m 1 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9800
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9900
[0m PPV[0m 1.0000
[0m NPV[0m 0.9286
[0m F1[0m 0.9899
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:33:51[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:33:51[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:33:51[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:33:53[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:33:54[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.54[39m[90m; User: [39m[90m13.84[39m[90m; System: [39m[90m0.35[39m[90m)[39m
[90m[2020-06-29 03:33:54[1m FUN[22m] [39mRunning grid line #7 of 40...
[90m[2020-06-29 03:33:54[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:33:54[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:33:54[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 48 0
[36m[1m 0[22m[39m 2 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9600
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9800
[0m PPV[0m 1.0000
[0m NPV[0m 0.8571
[0m F1[0m 0.9796
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:33:58[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:33:58[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:33:58[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:34:00[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:34:01[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.83[39m[90m; User: [39m[90m11.11[39m[90m; System: [39m[90m0.33[39m[90m)[39m
[90m[2020-06-29 03:34:01[1m FUN[22m] [39mRunning grid line #8 of 40...
[90m[2020-06-29 03:34:01[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:34:01[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:34:01[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 2 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9592
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9796
[0m PPV[0m 1.0000
[0m NPV[0m 0.8667
[0m F1[0m 0.9792
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:34:05[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:34:05[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:34:05[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:34:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:34:07[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.72[39m[90m; User: [39m[90m10.91[39m[90m; System: [39m[90m0.26[39m[90m)[39m
[90m[2020-06-29 03:34:08[1m FUN[22m] [39mRunning grid line #9 of 40...
[90m[2020-06-29 03:34:08[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:34:08[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:34:08[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 49 0
[36m[1m 0[22m[39m 1 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9800
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9900
[0m PPV[0m 1.0000
[0m NPV[0m 0.9286
[0m F1[0m 0.9899
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:34:11[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:34:12[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:34:12[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:34:13[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:34:14[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.84[39m[90m; User: [39m[90m11.17[39m[90m; System: [39m[90m0.30[39m[90m)[39m
[90m[2020-06-29 03:34:14[1m FUN[22m] [39mRunning grid line #10 of 40...
[90m[2020-06-29 03:34:15[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:34:15[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:34:15[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 2 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9592
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9796
[0m PPV[0m 1.0000
[0m NPV[0m 0.8571
[0m F1[0m 0.9792
[0m Accuracy[0m 0.9672
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:34:19[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:34:19[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:34:19[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:34:21[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:34:22[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.30[39m[90m; User: [39m[90m11.56[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 03:34:22[1m FUN[22m] [39mRunning grid line #11 of 40...
[90m[2020-06-29 03:34:22[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:34:22[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:34:22[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 2 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9592
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9796
[0m PPV[0m 1.0000
[0m NPV[0m 0.8571
[0m F1[0m 0.9792
[0m Accuracy[0m 0.9672
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:34:26[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:34:26[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:34:27[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:34:28[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:34:29[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.53[39m[90m; User: [39m[90m12.17[39m[90m; System: [39m[90m0.30[39m[90m)[39m
[90m[2020-06-29 03:34:30[1m FUN[22m] [39mRunning grid line #12 of 40...
[90m[2020-06-29 03:34:30[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:34:30[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:34:30[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9200
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9600
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9583
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.4000
[0m PPV[0m 0.8000
[0m NPV[0m 0.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:34:33[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:34:34[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:34:34[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:34:35[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:34:36[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.65[39m[90m; User: [39m[90m10.33[39m[90m; System: [39m[90m0.37[39m[90m)[39m
[90m[2020-06-29 03:34:36[1m FUN[22m] [39mRunning grid line #13 of 40...
[90m[2020-06-29 03:34:36[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:34:36[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:34:37[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 2 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9592
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9796
[0m PPV[0m 1.0000
[0m NPV[0m 0.8667
[0m F1[0m 0.9792
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:34:40[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:34:41[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:34:41[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:34:42[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:34:44[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.36[39m[90m; User: [39m[90m11.96[39m[90m; System: [39m[90m0.38[39m[90m)[39m
[90m[2020-06-29 03:34:44[1m FUN[22m] [39mRunning grid line #14 of 40...
[90m[2020-06-29 03:34:44[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:34:44[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:34:44[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 48 0
[36m[1m 0[22m[39m 2 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9600
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9800
[0m PPV[0m 1.0000
[0m NPV[0m 0.8571
[0m F1[0m 0.9796
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 1
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.8333
[0m NPV[0m 1.0000
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:34:48[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:34:48[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:34:48[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:34:50[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:34:51[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.38[39m[90m; User: [39m[90m11.97[39m[90m; System: [39m[90m0.40[39m[90m)[39m
[90m[2020-06-29 03:34:51[1m FUN[22m] [39mRunning grid line #15 of 40...
[90m[2020-06-29 03:34:51[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:34:51[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:34:52[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 2 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9592
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9796
[0m PPV[0m 1.0000
[0m NPV[0m 0.8667
[0m F1[0m 0.9792
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:34:56[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:34:56[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:34:56[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:34:58[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:34:59[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m8.04[39m[90m; User: [39m[90m13.29[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 03:34:59[1m FUN[22m] [39mRunning grid line #16 of 40...
[90m[2020-06-29 03:34:59[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:35:00[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:35:00[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 49 0
[36m[1m 0[22m[39m 1 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9800
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9900
[0m PPV[0m 1.0000
[0m NPV[0m 0.9286
[0m F1[0m 0.9899
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:35:04[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:35:04[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:35:04[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:35:06[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:35:07[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.28[39m[90m; User: [39m[90m11.88[39m[90m; System: [39m[90m0.37[39m[90m)[39m
[90m[2020-06-29 03:35:07[1m FUN[22m] [39mRunning grid line #17 of 40...
[90m[2020-06-29 03:35:07[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:35:07[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:35:07[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 48 0
[36m[1m 0[22m[39m 2 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9600
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9800
[0m PPV[0m 1.0000
[0m NPV[0m 0.8571
[0m F1[0m 0.9796
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:35:11[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:35:11[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:35:11[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:35:13[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:35:14[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.33[39m[90m; User: [39m[90m11.61[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 03:35:14[1m FUN[22m] [39mRunning grid line #18 of 40...
[90m[2020-06-29 03:35:14[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:35:14[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:35:15[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 2 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9592
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9796
[0m PPV[0m 1.0000
[0m NPV[0m 0.8667
[0m F1[0m 0.9792
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:35:18[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:35:20[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:35:20[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:35:21[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:35:23[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.27[39m[90m; User: [39m[90m13.78[39m[90m; System: [39m[90m0.47[39m[90m)[39m
[90m[2020-06-29 03:35:23[1m FUN[22m] [39mRunning grid line #19 of 40...
[90m[2020-06-29 03:35:23[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:35:23[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:35:23[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 49 0
[36m[1m 0[22m[39m 1 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9800
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9900
[0m PPV[0m 1.0000
[0m NPV[0m 0.9286
[0m F1[0m 0.9899
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:35:26[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:35:27[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:35:27[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:35:28[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:35:30[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.88[39m[90m; User: [39m[90m11.03[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 03:35:30[1m FUN[22m] [39mRunning grid line #20 of 40...
[90m[2020-06-29 03:35:30[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:35:30[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:35:30[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 2 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9592
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9796
[0m PPV[0m 1.0000
[0m NPV[0m 0.8571
[0m F1[0m 0.9792
[0m Accuracy[0m 0.9672
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:35:33[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:35:34[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:35:34[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:35:35[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:35:36[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.73[39m[90m; User: [39m[90m10.75[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 03:35:36[1m FUN[22m] [39mRunning grid line #21 of 40...
[90m[2020-06-29 03:35:37[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:35:37[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:35:37[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 2 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9592
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9796
[0m PPV[0m 1.0000
[0m NPV[0m 0.8571
[0m F1[0m 0.9792
[0m Accuracy[0m 0.9672
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:35:40[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:35:40[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:35:40[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:35:41[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:35:41[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.66[39m[90m; User: [39m[90m6.83[39m[90m; System: [39m[90m0.22[39m[90m)[39m
[90m[2020-06-29 03:35:41[1m FUN[22m] [39mRunning grid line #22 of 40...
[90m[2020-06-29 03:35:41[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:35:41[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:35:42[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 48 0
[36m[1m 0[22m[39m 2 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9600
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9800
[0m PPV[0m 1.0000
[0m NPV[0m 0.8667
[0m F1[0m 0.9796
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.4000
[0m PPV[0m 0.8000
[0m NPV[0m 0.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:35:45[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:35:45[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:35:45[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:35:46[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:35:47[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m5.73[39m[90m; User: [39m[90m8.86[39m[90m; System: [39m[90m0.25[39m[90m)[39m
[90m[2020-06-29 03:35:47[1m FUN[22m] [39mRunning grid line #23 of 40...
[90m[2020-06-29 03:35:47[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:35:47[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:35:47[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 2 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9592
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9796
[0m PPV[0m 1.0000
[0m NPV[0m 0.8667
[0m F1[0m 0.9792
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:35:50[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:35:51[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:35:51[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:35:51[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:35:52[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.68[39m[90m; User: [39m[90m6.75[39m[90m; System: [39m[90m0.35[39m[90m)[39m
[90m[2020-06-29 03:35:52[1m FUN[22m] [39mRunning grid line #24 of 40...
[90m[2020-06-29 03:35:52[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:35:52[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:35:52[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 48 0
[36m[1m 0[22m[39m 2 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9600
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9800
[0m PPV[0m 1.0000
[0m NPV[0m 0.8571
[0m F1[0m 0.9796
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 1
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.8333
[0m NPV[0m 1.0000
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:35:55[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:35:55[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:35:55[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:35:56[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:35:56[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.52[39m[90m; User: [39m[90m6.27[39m[90m; System: [39m[90m0.31[39m[90m)[39m
[90m[2020-06-29 03:35:57[1m FUN[22m] [39mRunning grid line #25 of 40...
[90m[2020-06-29 03:35:57[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:35:57[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:35:57[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 2 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9592
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9796
[0m PPV[0m 1.0000
[0m NPV[0m 0.8667
[0m F1[0m 0.9792
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:36:00[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:36:00[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:36:00[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:36:01[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:36:01[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.78[39m[90m; User: [39m[90m7.04[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 03:36:01[1m FUN[22m] [39mRunning grid line #26 of 40...
[90m[2020-06-29 03:36:01[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:36:01[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:36:02[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 49 0
[36m[1m 0[22m[39m 1 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9800
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9900
[0m PPV[0m 1.0000
[0m NPV[0m 0.9286
[0m F1[0m 0.9899
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:36:05[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:36:05[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:36:05[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:36:05[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:36:06[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.47[39m[90m; User: [39m[90m6.58[39m[90m; System: [39m[90m0.17[39m[90m)[39m
[90m[2020-06-29 03:36:06[1m FUN[22m] [39mRunning grid line #27 of 40...
[90m[2020-06-29 03:36:06[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:36:06[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:36:06[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 48 0
[36m[1m 0[22m[39m 2 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9600
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9800
[0m PPV[0m 1.0000
[0m NPV[0m 0.8571
[0m F1[0m 0.9796
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:36:09[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:36:10[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:36:10[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:36:11[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:36:11[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.33[39m[90m; User: [39m[90m8.13[39m[90m; System: [39m[90m0.27[39m[90m)[39m
[90m[2020-06-29 03:36:11[1m FUN[22m] [39mRunning grid line #28 of 40...
[90m[2020-06-29 03:36:11[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:36:12[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:36:12[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 2 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9592
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9796
[0m PPV[0m 1.0000
[0m NPV[0m 0.8667
[0m F1[0m 0.9792
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:36:15[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:36:15[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:36:16[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:36:16[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:36:17[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m5.92[39m[90m; User: [39m[90m9.31[39m[90m; System: [39m[90m0.43[39m[90m)[39m
[90m[2020-06-29 03:36:17[1m FUN[22m] [39mRunning grid line #29 of 40...
[90m[2020-06-29 03:36:17[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:36:18[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:36:18[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 49 0
[36m[1m 0[22m[39m 1 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9800
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9900
[0m PPV[0m 1.0000
[0m NPV[0m 0.9286
[0m F1[0m 0.9899
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:36:21[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:36:21[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:36:21[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:36:22[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:36:22[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.60[39m[90m; User: [39m[90m6.29[39m[90m; System: [39m[90m0.18[39m[90m)[39m
[90m[2020-06-29 03:36:22[1m FUN[22m] [39mRunning grid line #30 of 40...
[90m[2020-06-29 03:36:22[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:36:22[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:36:22[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 2 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9592
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9796
[0m PPV[0m 1.0000
[0m NPV[0m 0.8571
[0m F1[0m 0.9792
[0m Accuracy[0m 0.9672
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:36:25[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:36:26[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:36:26[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:36:26[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:36:27[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.90[39m[90m; User: [39m[90m7.25[39m[90m; System: [39m[90m0.28[39m[90m)[39m
[90m[2020-06-29 03:36:27[1m FUN[22m] [39mRunning grid line #31 of 40...
[90m[2020-06-29 03:36:27[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:36:27[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:36:28[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 8 0
[36m[1m 0[22m[39m 41 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1633
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5816
[0m PPV[0m 1.0000
[0m NPV[0m 0.2264
[0m F1[0m 0.2807
[0m Accuracy[0m 0.3279
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 5 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 1.0000
[0m NPV[0m 0.2857
[0m F1[0m 0.2857
[0m Accuracy[0m 0.3750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:36:30[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:36:30[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:36:30[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:36:30[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:36:30[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.05[39m[90m minutes ([39m[90mReal: [39m[90m3.20[39m[90m; User: [39m[90m3.75[39m[90m; System: [39m[90m0.27[39m[90m)[39m
[90m[2020-06-29 03:36:30[1m FUN[22m] [39mRunning grid line #32 of 40...
[90m[2020-06-29 03:36:31[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:36:31[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:36:31[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 27 0
[36m[1m 0[22m[39m 23 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7700
[0m PPV[0m 1.0000
[0m NPV[0m 0.3611
[0m F1[0m 0.7013
[0m Accuracy[0m 0.6349
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8000
[0m PPV[0m 1.0000
[0m NPV[0m 0.3333
[0m F1[0m 0.7500
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:36:33[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:36:34[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:36:34[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:36:34[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:36:34[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.80[39m[90m; User: [39m[90m5.10[39m[90m; System: [39m[90m0.26[39m[90m)[39m
[90m[2020-06-29 03:36:34[1m FUN[22m] [39mRunning grid line #33 of 40...
[90m[2020-06-29 03:36:34[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:36:34[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:36:35[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 7 0
[36m[1m 0[22m[39m 42 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1429
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5714
[0m PPV[0m 1.0000
[0m NPV[0m 0.2364
[0m F1[0m 0.2500
[0m Accuracy[0m 0.3226
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 4 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 1.0000
[0m NPV[0m 0.2000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:36:37[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:36:37[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:36:37[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:36:37[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:36:38[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.05[39m[90m minutes ([39m[90mReal: [39m[90m3.11[39m[90m; User: [39m[90m3.83[39m[90m; System: [39m[90m0.19[39m[90m)[39m
[90m[2020-06-29 03:36:38[1m FUN[22m] [39mRunning grid line #34 of 40...
[90m[2020-06-29 03:36:38[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:36:38[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:36:38[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 0
[36m[1m 0[22m[39m 39 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2200
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6100
[0m PPV[0m 1.0000
[0m NPV[0m 0.2353
[0m F1[0m 0.3607
[0m Accuracy[0m 0.3710
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 5 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.2857
[0m F1[0m NA
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:36:40[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:36:40[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:36:40[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:36:41[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:36:41[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.05[39m[90m minutes ([39m[90mReal: [39m[90m3.09[39m[90m; User: [39m[90m3.67[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 03:36:41[1m FUN[22m] [39mRunning grid line #35 of 40...
[90m[2020-06-29 03:36:41[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:36:41[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:36:41[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 9 0
[36m[1m 0[22m[39m 40 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1837
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5918
[0m PPV[0m 1.0000
[0m NPV[0m 0.2453
[0m F1[0m 0.3103
[0m Accuracy[0m 0.3548
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 6 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.1429
[0m F1[0m NA
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:36:44[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:36:44[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:36:44[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:36:44[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:36:44[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.05[39m[90m minutes ([39m[90mReal: [39m[90m3.14[39m[90m; User: [39m[90m3.81[39m[90m; System: [39m[90m0.32[39m[90m)[39m
[90m[2020-06-29 03:36:44[1m FUN[22m] [39mRunning grid line #36 of 40...
[90m[2020-06-29 03:36:44[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:36:44[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:36:44[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 49 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0200
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5100
[0m PPV[0m 1.0000
[0m NPV[0m 0.2097
[0m F1[0m 0.0392
[0m Accuracy[0m 0.2222
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 5 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.1667
[0m F1[0m NA
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:36:47[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:36:47[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:36:47[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:36:47[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:36:47[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.05[39m[90m minutes ([39m[90mReal: [39m[90m3.02[39m[90m; User: [39m[90m3.58[39m[90m; System: [39m[90m0.25[39m[90m)[39m
[90m[2020-06-29 03:36:47[1m FUN[22m] [39mRunning grid line #37 of 40...
[90m[2020-06-29 03:36:47[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:36:47[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:36:48[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 8 0
[36m[1m 0[22m[39m 42 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1600
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5800
[0m PPV[0m 1.0000
[0m NPV[0m 0.2222
[0m F1[0m 0.2759
[0m Accuracy[0m 0.3226
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 4 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6000
[0m PPV[0m 1.0000
[0m NPV[0m 0.3333
[0m F1[0m 0.3333
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:36:50[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:36:50[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:36:50[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:36:50[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:36:50[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.05[39m[90m minutes ([39m[90mReal: [39m[90m3.12[39m[90m; User: [39m[90m3.60[39m[90m; System: [39m[90m0.31[39m[90m)[39m
[90m[2020-06-29 03:36:50[1m FUN[22m] [39mRunning grid line #38 of 40...
[90m[2020-06-29 03:36:51[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:36:51[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:36:51[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 8 0
[36m[1m 0[22m[39m 41 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1633
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5816
[0m PPV[0m 1.0000
[0m NPV[0m 0.2407
[0m F1[0m 0.2807
[0m Accuracy[0m 0.3387
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 5 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 1.0000
[0m NPV[0m 0.1667
[0m F1[0m 0.2857
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:36:53[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:36:53[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:36:53[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:36:53[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:36:54[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.05[39m[90m minutes ([39m[90mReal: [39m[90m3.04[39m[90m; User: [39m[90m3.61[39m[90m; System: [39m[90m0.30[39m[90m)[39m
[90m[2020-06-29 03:36:54[1m FUN[22m] [39mRunning grid line #39 of 40...
[90m[2020-06-29 03:36:54[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:36:54[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:36:54[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 9 0
[36m[1m 0[22m[39m 41 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1800
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5900
[0m PPV[0m 1.0000
[0m NPV[0m 0.2407
[0m F1[0m 0.3051
[0m Accuracy[0m 0.3492
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 5 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.1667
[0m F1[0m NA
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:36:56[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:36:56[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:36:57[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:36:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:36:57[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.05[39m[90m minutes ([39m[90mReal: [39m[90m3.15[39m[90m; User: [39m[90m3.81[39m[90m; System: [39m[90m0.25[39m[90m)[39m
[90m[2020-06-29 03:36:57[1m FUN[22m] [39mRunning grid line #40 of 40...
[90m[2020-06-29 03:36:57[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:36:57[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:36:57[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 43 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1224
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5612
[0m PPV[0m 1.0000
[0m NPV[0m 0.2182
[0m F1[0m 0.2182
[0m Accuracy[0m 0.2951
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 3 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.4000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:37:00[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:37:00[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:37:00[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:37:00[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:37:00[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.33[39m[90m; User: [39m[90m3.86[39m[90m; System: [39m[90m0.33[39m[90m)[39m
[90m[2020-06-29 03:37:04[1m FUN[22m] [39mRunning grid line #1 of 40...
[90m[2020-06-29 03:37:04[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:37:05[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:37:05[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:37:09[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:37:09[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:37:09[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:37:11[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:37:13[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.52[39m[90m; User: [39m[90m13.80[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 03:37:13[1m FUN[22m] [39mRunning grid line #2 of 40...
[90m[2020-06-29 03:37:13[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:37:13[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:37:14[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 1
[36m[1m 0[22m[39m 3 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9400
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9343
[0m PPV[0m 0.9792
[0m NPV[0m 0.8125
[0m F1[0m 0.9592
[0m Accuracy[0m 0.9375
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:37:20[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:37:21[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:37:21[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:37:25[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:37:28[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.25[39m[90m minutes ([39m[90mReal: [39m[90m15.06[39m[90m; User: [39m[90m19.27[39m[90m; System: [39m[90m0.58[39m[90m)[39m
[90m[2020-06-29 03:37:28[1m FUN[22m] [39mRunning grid line #3 of 40...
[90m[2020-06-29 03:37:28[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:37:29[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:37:29[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:37:37[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:37:38[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:37:38[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:37:41[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:37:44[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.25[39m[90m minutes ([39m[90mReal: [39m[90m15.25[39m[90m; User: [39m[90m20.67[39m[90m; System: [39m[90m0.61[39m[90m)[39m
[90m[2020-06-29 03:37:44[1m FUN[22m] [39mRunning grid line #4 of 40...
[90m[2020-06-29 03:37:44[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:37:44[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:37:44[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 48 1
[36m[1m 0[22m[39m 2 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9600
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9443
[0m PPV[0m 0.9796
[0m NPV[0m 0.8667
[0m F1[0m 0.9697
[0m Accuracy[0m 0.9531
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8000
[0m PPV[0m 1.0000
[0m NPV[0m 0.3333
[0m F1[0m 0.7500
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:37:48[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:37:49[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:37:49[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:37:51[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:37:52[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.39[39m[90m; User: [39m[90m12.86[39m[90m; System: [39m[90m0.38[39m[90m)[39m
[90m[2020-06-29 03:37:52[1m FUN[22m] [39mRunning grid line #5 of 40...
[90m[2020-06-29 03:37:52[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:37:52[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:37:53[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 3 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9694
[0m PPV[0m 1.0000
[0m NPV[0m 0.8125
[0m F1[0m 0.9684
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 1.0000
[0m NPV[0m 0.6667
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:37:57[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:37:58[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:37:58[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:38:01[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:38:03[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.49[39m[90m; User: [39m[90m15.90[39m[90m; System: [39m[90m0.66[39m[90m)[39m
[90m[2020-06-29 03:38:03[1m FUN[22m] [39mRunning grid line #6 of 40...
[90m[2020-06-29 03:38:03[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:38:03[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:38:03[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 5 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9500
[0m PPV[0m 1.0000
[0m NPV[0m 0.7368
[0m F1[0m 0.9474
[0m Accuracy[0m 0.9219
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8000
[0m PPV[0m 1.0000
[0m NPV[0m 0.3333
[0m F1[0m 0.7500
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:38:10[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:38:11[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:38:11[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:38:14[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:38:15[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m12.28[39m[90m; User: [39m[90m16.78[39m[90m; System: [39m[90m0.65[39m[90m)[39m
[90m[2020-06-29 03:38:15[1m FUN[22m] [39mRunning grid line #7 of 40...
[90m[2020-06-29 03:38:15[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:38:15[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:38:16[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 5 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9500
[0m PPV[0m 1.0000
[0m NPV[0m 0.7368
[0m F1[0m 0.9474
[0m Accuracy[0m 0.9219
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.4000
[0m PPV[0m 0.8000
[0m NPV[0m 0.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:38:20[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:38:21[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:38:21[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:38:22[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:38:24[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.27[39m[90m; User: [39m[90m12.09[39m[90m; System: [39m[90m0.35[39m[90m)[39m
[90m[2020-06-29 03:38:24[1m FUN[22m] [39mRunning grid line #8 of 40...
[90m[2020-06-29 03:38:24[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:38:24[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:38:24[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 1
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:38:29[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:38:30[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:38:30[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:38:33[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:38:34[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.29[39m[90m; User: [39m[90m16.11[39m[90m; System: [39m[90m0.45[39m[90m)[39m
[90m[2020-06-29 03:38:34[1m FUN[22m] [39mRunning grid line #9 of 40...
[90m[2020-06-29 03:38:34[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:38:34[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:38:35[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 4 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9200
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9600
[0m PPV[0m 1.0000
[0m NPV[0m 0.7778
[0m F1[0m 0.9583
[0m Accuracy[0m 0.9375
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:38:39[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:38:40[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:38:40[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:38:42[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:38:44[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.62[39m[90m; User: [39m[90m14.94[39m[90m; System: [39m[90m0.47[39m[90m)[39m
[90m[2020-06-29 03:38:44[1m FUN[22m] [39mRunning grid line #10 of 40...
[90m[2020-06-29 03:38:44[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:38:44[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:38:44[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 44 0
[36m[1m 0[22m[39m 5 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8980
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9490
[0m PPV[0m 1.0000
[0m NPV[0m 0.7222
[0m F1[0m 0.9462
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 1
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:38:48[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:38:49[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:38:49[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:38:51[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:38:52[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.97[39m[90m; User: [39m[90m12.86[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 03:38:52[1m FUN[22m] [39mRunning grid line #11 of 40...
[90m[2020-06-29 03:38:52[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:38:52[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:38:52[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 3 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9694
[0m PPV[0m 1.0000
[0m NPV[0m 0.8125
[0m F1[0m 0.9684
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:38:57[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:38:57[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:38:57[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:38:59[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:39:01[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.59[39m[90m; User: [39m[90m14.08[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 03:39:01[1m FUN[22m] [39mRunning grid line #12 of 40...
[90m[2020-06-29 03:39:01[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:39:01[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:39:01[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 4 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9200
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9600
[0m PPV[0m 1.0000
[0m NPV[0m 0.7778
[0m F1[0m 0.9583
[0m Accuracy[0m 0.9375
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:39:05[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:39:06[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:39:06[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:39:08[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:39:10[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.08[39m[90m; User: [39m[90m14.47[39m[90m; System: [39m[90m0.49[39m[90m)[39m
[90m[2020-06-29 03:39:10[1m FUN[22m] [39mRunning grid line #13 of 40...
[90m[2020-06-29 03:39:10[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:39:10[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:39:10[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 3 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9694
[0m PPV[0m 1.0000
[0m NPV[0m 0.8125
[0m F1[0m 0.9684
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:39:14[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:39:15[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:39:15[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:39:17[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:39:19[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.61[39m[90m; User: [39m[90m14.44[39m[90m; System: [39m[90m0.38[39m[90m)[39m
[90m[2020-06-29 03:39:19[1m FUN[22m] [39mRunning grid line #14 of 40...
[90m[2020-06-29 03:39:19[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:39:19[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:39:19[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 49 0
[36m[1m 0[22m[39m 1 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9800
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9900
[0m PPV[0m 1.0000
[0m NPV[0m 0.9333
[0m F1[0m 0.9899
[0m Accuracy[0m 0.9844
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 3 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7000
[0m PPV[0m 1.0000
[0m NPV[0m 0.2500
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:39:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:39:24[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:39:24[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:39:27[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:39:28[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.36[39m[90m; User: [39m[90m15.81[39m[90m; System: [39m[90m0.30[39m[90m)[39m
[90m[2020-06-29 03:39:28[1m FUN[22m] [39mRunning grid line #15 of 40...
[90m[2020-06-29 03:39:28[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:39:28[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:39:29[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 0
[36m[1m 0[22m[39m 15 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6939
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8469
[0m PPV[0m 1.0000
[0m NPV[0m 0.4643
[0m F1[0m 0.8193
[0m Accuracy[0m 0.7581
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 3 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.4000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:39:32[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:39:33[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:39:33[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:39:34[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:39:36[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.46[39m[90m; User: [39m[90m11.82[39m[90m; System: [39m[90m0.32[39m[90m)[39m
[90m[2020-06-29 03:39:36[1m FUN[22m] [39mRunning grid line #16 of 40...
[90m[2020-06-29 03:39:36[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:39:36[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:39:36[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 5 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9500
[0m PPV[0m 1.0000
[0m NPV[0m 0.7368
[0m F1[0m 0.9474
[0m Accuracy[0m 0.9219
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8000
[0m PPV[0m 1.0000
[0m NPV[0m 0.3333
[0m F1[0m 0.7500
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:39:40[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:39:40[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:39:40[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:39:42[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:39:43[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.41[39m[90m; User: [39m[90m11.95[39m[90m; System: [39m[90m0.40[39m[90m)[39m
[90m[2020-06-29 03:39:43[1m FUN[22m] [39mRunning grid line #17 of 40...
[90m[2020-06-29 03:39:43[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:39:43[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:39:44[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 5 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9500
[0m PPV[0m 1.0000
[0m NPV[0m 0.7368
[0m F1[0m 0.9474
[0m Accuracy[0m 0.9219
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.4000
[0m PPV[0m 0.8000
[0m NPV[0m 0.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:39:47[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:39:48[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:39:48[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:39:49[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:39:51[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.30[39m[90m; User: [39m[90m11.77[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 03:39:51[1m FUN[22m] [39mRunning grid line #18 of 40...
[90m[2020-06-29 03:39:51[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:39:51[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:39:51[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 1
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:39:56[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:39:56[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:39:56[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:39:59[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:40:01[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.78[39m[90m; User: [39m[90m16.61[39m[90m; System: [39m[90m0.38[39m[90m)[39m
[90m[2020-06-29 03:40:01[1m FUN[22m] [39mRunning grid line #19 of 40...
[90m[2020-06-29 03:40:01[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:40:01[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:40:01[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 3 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9700
[0m PPV[0m 1.0000
[0m NPV[0m 0.8235
[0m F1[0m 0.9691
[0m Accuracy[0m 0.9531
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:40:05[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:40:06[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:40:06[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:40:08[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:40:10[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.69[39m[90m; User: [39m[90m16.47[39m[90m; System: [39m[90m0.40[39m[90m)[39m
[90m[2020-06-29 03:40:10[1m FUN[22m] [39mRunning grid line #20 of 40...
[90m[2020-06-29 03:40:10[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:40:10[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:40:11[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:40:15[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:40:16[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:40:16[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:40:18[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:40:19[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.93[39m[90m; User: [39m[90m14.44[39m[90m; System: [39m[90m0.47[39m[90m)[39m
[90m[2020-06-29 03:40:19[1m FUN[22m] [39mRunning grid line #21 of 40...
[90m[2020-06-29 03:40:19[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:40:20[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:40:20[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 2 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9592
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9796
[0m PPV[0m 1.0000
[0m NPV[0m 0.8667
[0m F1[0m 0.9792
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 2
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.4167
[0m PPV[0m 0.7143
[0m NPV[0m 0.0000
[0m F1[0m 0.7692
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:40:23[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:40:23[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:40:23[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:40:24[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:40:25[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.35[39m[90m; User: [39m[90m7.93[39m[90m; System: [39m[90m0.35[39m[90m)[39m
[90m[2020-06-29 03:40:25[1m FUN[22m] [39mRunning grid line #22 of 40...
[90m[2020-06-29 03:40:25[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:40:25[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:40:25[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 48 0
[36m[1m 0[22m[39m 2 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9600
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9800
[0m PPV[0m 1.0000
[0m NPV[0m 0.8750
[0m F1[0m 0.9796
[0m Accuracy[0m 0.9688
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.4000
[0m PPV[0m 0.8000
[0m NPV[0m 0.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:40:29[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:40:29[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:40:29[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:40:30[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:40:31[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6.11[39m[90m; User: [39m[90m9.28[39m[90m; System: [39m[90m0.38[39m[90m)[39m
[90m[2020-06-29 03:40:31[1m FUN[22m] [39mRunning grid line #23 of 40...
[90m[2020-06-29 03:40:31[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:40:31[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:40:31[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 3 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9694
[0m PPV[0m 1.0000
[0m NPV[0m 0.8125
[0m F1[0m 0.9684
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:40:35[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:40:36[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:40:36[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:40:37[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:40:39[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.62[39m[90m; User: [39m[90m12.20[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 03:40:39[1m FUN[22m] [39mRunning grid line #24 of 40...
[90m[2020-06-29 03:40:39[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:40:39[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:40:39[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 48 0
[36m[1m 0[22m[39m 2 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9600
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9800
[0m PPV[0m 1.0000
[0m NPV[0m 0.8750
[0m F1[0m 0.9796
[0m Accuracy[0m 0.9688
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8000
[0m PPV[0m 1.0000
[0m NPV[0m 0.3333
[0m F1[0m 0.7500
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:40:42[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:40:42[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:40:43[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:40:43[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:40:44[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.97[39m[90m; User: [39m[90m7.14[39m[90m; System: [39m[90m0.33[39m[90m)[39m
[90m[2020-06-29 03:40:44[1m FUN[22m] [39mRunning grid line #25 of 40...
[90m[2020-06-29 03:40:44[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:40:44[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:40:44[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 3 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9694
[0m PPV[0m 1.0000
[0m NPV[0m 0.8125
[0m F1[0m 0.9684
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 1.0000
[0m NPV[0m 0.6667
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:40:48[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:40:48[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:40:48[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:40:49[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:40:50[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.61[39m[90m; User: [39m[90m8.42[39m[90m; System: [39m[90m0.33[39m[90m)[39m
[90m[2020-06-29 03:40:50[1m FUN[22m] [39mRunning grid line #26 of 40...
[90m[2020-06-29 03:40:50[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:40:50[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:40:50[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 4 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9200
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9600
[0m PPV[0m 1.0000
[0m NPV[0m 0.7778
[0m F1[0m 0.9583
[0m Accuracy[0m 0.9375
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8000
[0m PPV[0m 1.0000
[0m NPV[0m 0.3333
[0m F1[0m 0.7500
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:40:53[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:40:53[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:40:53[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:40:54[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:40:54[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.67[39m[90m; User: [39m[90m6.62[39m[90m; System: [39m[90m0.22[39m[90m)[39m
[90m[2020-06-29 03:40:54[1m FUN[22m] [39mRunning grid line #27 of 40...
[90m[2020-06-29 03:40:54[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:40:54[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:40:55[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 3 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9700
[0m PPV[0m 1.0000
[0m NPV[0m 0.8235
[0m F1[0m 0.9691
[0m Accuracy[0m 0.9531
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 1
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.8333
[0m NPV[0m NA
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:40:58[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:40:59[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:40:59[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:41:00[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:41:01[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6.20[39m[90m; User: [39m[90m9.32[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 03:41:01[1m FUN[22m] [39mRunning grid line #28 of 40...
[90m[2020-06-29 03:41:01[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:41:01[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:41:01[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 1
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:41:04[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:41:05[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:41:05[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:41:06[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:41:06[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.63[39m[90m; User: [39m[90m8.32[39m[90m; System: [39m[90m0.31[39m[90m)[39m
[90m[2020-06-29 03:41:06[1m FUN[22m] [39mRunning grid line #29 of 40...
[90m[2020-06-29 03:41:06[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:41:06[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:41:07[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 1
[36m[1m 0[22m[39m 3 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9400
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9343
[0m PPV[0m 0.9792
[0m NPV[0m 0.8125
[0m F1[0m 0.9592
[0m Accuracy[0m 0.9375
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:41:10[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:41:11[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:41:11[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:41:12[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:41:13[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.84[39m[90m; User: [39m[90m10.84[39m[90m; System: [39m[90m0.27[39m[90m)[39m
[90m[2020-06-29 03:41:13[1m FUN[22m] [39mRunning grid line #30 of 40...
[90m[2020-06-29 03:41:13[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:41:13[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:41:14[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 3 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9694
[0m PPV[0m 1.0000
[0m NPV[0m 0.8125
[0m F1[0m 0.9684
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:41:17[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:41:17[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:41:17[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:41:18[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:41:18[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m5.08[39m[90m; User: [39m[90m7.42[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 03:41:19[1m FUN[22m] [39mRunning grid line #31 of 40...
[90m[2020-06-29 03:41:19[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:41:19[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:41:19[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 7 0
[36m[1m 0[22m[39m 42 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1429
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5714
[0m PPV[0m 1.0000
[0m NPV[0m 0.2364
[0m F1[0m 0.2500
[0m Accuracy[0m 0.3226
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 4 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 1.0000
[0m NPV[0m 0.3333
[0m F1[0m 0.5000
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:41:21[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:41:21[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:41:21[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:41:22[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:41:22[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.42[39m[90m; User: [39m[90m4.46[39m[90m; System: [39m[90m0.19[39m[90m)[39m
[90m[2020-06-29 03:41:22[1m FUN[22m] [39mRunning grid line #32 of 40...
[90m[2020-06-29 03:41:22[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:41:22[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:41:22[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 16 0
[36m[1m 0[22m[39m 34 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3200
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6600
[0m PPV[0m 1.0000
[0m NPV[0m 0.2917
[0m F1[0m 0.4848
[0m Accuracy[0m 0.4688
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 5 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.1667
[0m F1[0m NA
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:41:25[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:41:25[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:41:25[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:41:26[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:41:26[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.30[39m[90m; User: [39m[90m5.96[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 03:41:26[1m FUN[22m] [39mRunning grid line #33 of 40...
[90m[2020-06-29 03:41:26[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:41:27[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:41:27[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 0
[36m[1m 0[22m[39m 37 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2449
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6224
[0m PPV[0m 1.0000
[0m NPV[0m 0.2600
[0m F1[0m 0.3934
[0m Accuracy[0m 0.4032
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:41:30[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:41:30[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:41:30[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:41:31[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:41:31[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.93[39m[90m; User: [39m[90m6.37[39m[90m; System: [39m[90m0.38[39m[90m)[39m
[90m[2020-06-29 03:41:32[1m FUN[22m] [39mRunning grid line #34 of 40...
[90m[2020-06-29 03:41:32[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:41:32[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:41:32[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 46 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0800
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5400
[0m PPV[0m 1.0000
[0m NPV[0m 0.2333
[0m F1[0m 0.1481
[0m Accuracy[0m 0.2812
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 5 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.1667
[0m F1[0m NA
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:41:34[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:41:35[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:41:35[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:41:35[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:41:35[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.53[39m[90m; User: [39m[90m4.42[39m[90m; System: [39m[90m0.32[39m[90m)[39m
[90m[2020-06-29 03:41:35[1m FUN[22m] [39mRunning grid line #35 of 40...
[90m[2020-06-29 03:41:35[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:41:35[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:41:36[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 7 0
[36m[1m 0[22m[39m 42 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1429
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5714
[0m PPV[0m 1.0000
[0m NPV[0m 0.2364
[0m F1[0m 0.2500
[0m Accuracy[0m 0.3226
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 6 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.2500
[0m F1[0m NA
[0m Accuracy[0m 0.2500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:41:38[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:41:38[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:41:38[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:41:38[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:41:39[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.42[39m[90m; User: [39m[90m4.26[39m[90m; System: [39m[90m0.19[39m[90m)[39m
[90m[2020-06-29 03:41:39[1m FUN[22m] [39mRunning grid line #36 of 40...
[90m[2020-06-29 03:41:39[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:41:39[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:41:39[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 14 0
[36m[1m 0[22m[39m 36 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2800
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6400
[0m PPV[0m 1.0000
[0m NPV[0m 0.2800
[0m F1[0m 0.4375
[0m Accuracy[0m 0.4375
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 5 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.1667
[0m F1[0m NA
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:41:42[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:41:42[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:41:42[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:41:42[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:41:42[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.50[39m[90m; User: [39m[90m4.47[39m[90m; System: [39m[90m0.25[39m[90m)[39m
[90m[2020-06-29 03:41:42[1m FUN[22m] [39mRunning grid line #37 of 40...
[90m[2020-06-29 03:41:42[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:41:42[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:41:43[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 0
[36m[1m 0[22m[39m 40 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6000
[0m PPV[0m 1.0000
[0m NPV[0m 0.2593
[0m F1[0m 0.3333
[0m Accuracy[0m 0.3750
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 5 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.1667
[0m F1[0m NA
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:41:45[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:41:45[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:41:45[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:41:45[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:41:46[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.05[39m[90m minutes ([39m[90mReal: [39m[90m3.20[39m[90m; User: [39m[90m3.96[39m[90m; System: [39m[90m0.20[39m[90m)[39m
[90m[2020-06-29 03:41:46[1m FUN[22m] [39mRunning grid line #38 of 40...
[90m[2020-06-29 03:41:46[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:41:46[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:41:46[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 0
[36m[1m 0[22m[39m 39 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2041
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6020
[0m PPV[0m 1.0000
[0m NPV[0m 0.2500
[0m F1[0m 0.3390
[0m Accuracy[0m 0.3710
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 3 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.4000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:41:49[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:41:49[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:41:49[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:41:50[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:41:50[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.59[39m[90m; User: [39m[90m6.62[39m[90m; System: [39m[90m0.30[39m[90m)[39m
[90m[2020-06-29 03:41:50[1m FUN[22m] [39mRunning grid line #39 of 40...
[90m[2020-06-29 03:41:50[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:41:50[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:41:51[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 22 10
[36m[1m 0[22m[39m 28 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4400
[0m Specificity[0m 0.2857
[0mBalanced Accuracy[0m 0.3629
[0m PPV[0m 0.6875
[0m NPV[0m 0.1250
[0m F1[0m 0.5366
[0m Accuracy[0m 0.4062
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.4000
[0m PPV[0m 0.8000
[0m NPV[0m 0.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:41:54[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:41:55[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:41:55[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:41:55[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:41:56[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m5.92[39m[90m; User: [39m[90m8.98[39m[90m; System: [39m[90m0.23[39m[90m)[39m
[90m[2020-06-29 03:41:56[1m FUN[22m] [39mRunning grid line #40 of 40...
[90m[2020-06-29 03:41:56[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:41:56[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:41:57[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 14 0
[36m[1m 0[22m[39m 35 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2857
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6429
[0m PPV[0m 1.0000
[0m NPV[0m 0.2708
[0m F1[0m 0.4444
[0m Accuracy[0m 0.4355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 5 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 1.0000
[0m NPV[0m 0.2857
[0m F1[0m 0.2857
[0m Accuracy[0m 0.3750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:41:59[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:42:00[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:42:00[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:42:00[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:42:01[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.53[39m[90m; User: [39m[90m6.66[39m[90m; System: [39m[90m0.27[39m[90m)[39m
[90m[2020-06-29 03:42:06[1m FUN[22m] [39mRunning grid line #1 of 40...
[90m[2020-06-29 03:42:06[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:42:06[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:42:07[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9344
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:42:10[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:42:10[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:42:10[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:42:12[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:42:13[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.68[39m[90m; User: [39m[90m10.69[39m[90m; System: [39m[90m0.35[39m[90m)[39m
[90m[2020-06-29 03:42:13[1m FUN[22m] [39mRunning grid line #2 of 40...
[90m[2020-06-29 03:42:13[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:42:13[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:42:13[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 3 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9700
[0m PPV[0m 1.0000
[0m NPV[0m 0.8125
[0m F1[0m 0.9691
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 1
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.8333
[0m NPV[0m NA
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:42:17[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:42:18[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:42:18[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:42:20[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:42:21[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.77[39m[90m; User: [39m[90m12.87[39m[90m; System: [39m[90m0.31[39m[90m)[39m
[90m[2020-06-29 03:42:21[1m FUN[22m] [39mRunning grid line #3 of 40...
[90m[2020-06-29 03:42:21[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:42:21[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:42:21[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 3 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9694
[0m PPV[0m 1.0000
[0m NPV[0m 0.8125
[0m F1[0m 0.9684
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:42:25[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:42:25[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:42:25[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:42:27[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:42:28[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.01[39m[90m; User: [39m[90m11.34[39m[90m; System: [39m[90m0.37[39m[90m)[39m
[90m[2020-06-29 03:42:28[1m FUN[22m] [39mRunning grid line #4 of 40...
[90m[2020-06-29 03:42:28[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:42:28[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:42:28[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 48 1
[36m[1m 0[22m[39m 2 11
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9600
[0m Specificity[0m 0.9167
[0mBalanced Accuracy[0m 0.9383
[0m PPV[0m 0.9796
[0m NPV[0m 0.8462
[0m F1[0m 0.9697
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 1
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.8333
[0m NPV[0m 1.0000
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:42:32[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:42:33[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:42:33[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:42:35[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:42:36[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.69[39m[90m; User: [39m[90m12.47[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 03:42:36[1m FUN[22m] [39mRunning grid line #5 of 40...
[90m[2020-06-29 03:42:36[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:42:36[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:42:36[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:42:40[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:42:40[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:42:40[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:42:42[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:42:43[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.06[39m[90m; User: [39m[90m11.38[39m[90m; System: [39m[90m0.40[39m[90m)[39m
[90m[2020-06-29 03:42:43[1m FUN[22m] [39mRunning grid line #6 of 40...
[90m[2020-06-29 03:42:43[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:42:43[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:42:43[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9200
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9600
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9583
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 1
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.8333
[0m NPV[0m NA
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:42:47[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:42:47[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:42:47[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:42:49[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:42:50[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.54[39m[90m; User: [39m[90m10.06[39m[90m; System: [39m[90m0.28[39m[90m)[39m
[90m[2020-06-29 03:42:50[1m FUN[22m] [39mRunning grid line #7 of 40...
[90m[2020-06-29 03:42:50[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:42:50[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:42:50[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 48 0
[36m[1m 0[22m[39m 2 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9600
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9800
[0m PPV[0m 1.0000
[0m NPV[0m 0.8571
[0m F1[0m 0.9796
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:42:53[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:42:54[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:42:54[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:42:55[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:42:56[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.74[39m[90m; User: [39m[90m10.64[39m[90m; System: [39m[90m0.48[39m[90m)[39m
[90m[2020-06-29 03:42:56[1m FUN[22m] [39mRunning grid line #8 of 40...
[90m[2020-06-29 03:42:56[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:42:57[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:42:57[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:43:00[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:43:01[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:43:01[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:43:02[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:43:04[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.10[39m[90m; User: [39m[90m11.43[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 03:43:04[1m FUN[22m] [39mRunning grid line #9 of 40...
[90m[2020-06-29 03:43:04[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:43:04[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:43:04[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9200
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9600
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9583
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:43:07[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:43:08[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:43:08[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:43:09[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:43:10[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.63[39m[90m; User: [39m[90m10.46[39m[90m; System: [39m[90m0.38[39m[90m)[39m
[90m[2020-06-29 03:43:10[1m FUN[22m] [39mRunning grid line #10 of 40...
[90m[2020-06-29 03:43:10[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:43:10[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:43:11[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 3 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9694
[0m PPV[0m 1.0000
[0m NPV[0m 0.8000
[0m F1[0m 0.9684
[0m Accuracy[0m 0.9508
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 1
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:43:14[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:43:14[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:43:14[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:43:16[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:43:17[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6.08[39m[90m; User: [39m[90m9.57[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 03:43:17[1m FUN[22m] [39mRunning grid line #11 of 40...
[90m[2020-06-29 03:43:17[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:43:17[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:43:17[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 3 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9694
[0m PPV[0m 1.0000
[0m NPV[0m 0.8000
[0m F1[0m 0.9684
[0m Accuracy[0m 0.9508
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:43:20[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:43:21[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:43:21[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:43:23[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:43:24[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.31[39m[90m; User: [39m[90m11.78[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 03:43:24[1m FUN[22m] [39mRunning grid line #12 of 40...
[90m[2020-06-29 03:43:24[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:43:24[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:43:24[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 3 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9700
[0m PPV[0m 1.0000
[0m NPV[0m 0.8125
[0m F1[0m 0.9691
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:43:28[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:43:29[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:43:29[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:43:31[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:43:32[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.25[39m[90m; User: [39m[90m13.42[39m[90m; System: [39m[90m0.31[39m[90m)[39m
[90m[2020-06-29 03:43:32[1m FUN[22m] [39mRunning grid line #13 of 40...
[90m[2020-06-29 03:43:32[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:43:32[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:43:33[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 3 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9694
[0m PPV[0m 1.0000
[0m NPV[0m 0.8125
[0m F1[0m 0.9684
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:43:36[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:43:37[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:43:37[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:43:38[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:43:40[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.27[39m[90m; User: [39m[90m11.86[39m[90m; System: [39m[90m0.31[39m[90m)[39m
[90m[2020-06-29 03:43:40[1m FUN[22m] [39mRunning grid line #14 of 40...
[90m[2020-06-29 03:43:40[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:43:40[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:43:40[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 3 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9700
[0m PPV[0m 1.0000
[0m NPV[0m 0.8000
[0m F1[0m 0.9691
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.6500
[0m PPV[0m 0.8000
[0m NPV[0m 0.5000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:43:44[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:43:44[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:43:45[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:43:46[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:43:48[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m8[39m[90m; User: [39m[90m13.21[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 03:43:48[1m FUN[22m] [39mRunning grid line #15 of 40...
[90m[2020-06-29 03:43:48[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:43:48[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:43:48[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 3 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9694
[0m PPV[0m 1.0000
[0m NPV[0m 0.8125
[0m F1[0m 0.9684
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:43:52[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:43:53[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:43:53[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:43:55[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:43:56[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.19[39m[90m; User: [39m[90m13.73[39m[90m; System: [39m[90m0.35[39m[90m)[39m
[90m[2020-06-29 03:43:56[1m FUN[22m] [39mRunning grid line #16 of 40...
[90m[2020-06-29 03:43:56[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:43:56[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:43:56[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 49 0
[36m[1m 0[22m[39m 1 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9800
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9900
[0m PPV[0m 1.0000
[0m NPV[0m 0.9286
[0m F1[0m 0.9899
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 1
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.8333
[0m NPV[0m NA
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:44:00[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:44:01[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:44:01[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:44:03[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:44:05[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.44[39m[90m; User: [39m[90m14.17[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 03:44:05[1m FUN[22m] [39mRunning grid line #17 of 40...
[90m[2020-06-29 03:44:05[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:44:05[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:44:05[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 48 0
[36m[1m 0[22m[39m 2 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9600
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9800
[0m PPV[0m 1.0000
[0m NPV[0m 0.8571
[0m F1[0m 0.9796
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:44:09[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:44:09[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:44:09[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:44:11[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:44:12[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.27[39m[90m; User: [39m[90m11.78[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 03:44:12[1m FUN[22m] [39mRunning grid line #18 of 40...
[90m[2020-06-29 03:44:12[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:44:12[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:44:12[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 3 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9694
[0m PPV[0m 1.0000
[0m NPV[0m 0.8125
[0m F1[0m 0.9684
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:44:16[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:44:17[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:44:17[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:44:18[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:44:19[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.40[39m[90m; User: [39m[90m11.89[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 03:44:20[1m FUN[22m] [39mRunning grid line #19 of 40...
[90m[2020-06-29 03:44:20[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:44:20[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:44:20[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 3 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9700
[0m PPV[0m 1.0000
[0m NPV[0m 0.8125
[0m F1[0m 0.9691
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:44:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:44:24[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:44:24[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:44:26[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:44:27[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.70[39m[90m; User: [39m[90m12.03[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 03:44:27[1m FUN[22m] [39mRunning grid line #20 of 40...
[90m[2020-06-29 03:44:27[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:44:27[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:44:28[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 3 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9694
[0m PPV[0m 1.0000
[0m NPV[0m 0.8000
[0m F1[0m 0.9684
[0m Accuracy[0m 0.9508
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 1
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:44:31[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:44:32[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:44:32[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:44:33[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:44:35[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.27[39m[90m; User: [39m[90m11.67[39m[90m; System: [39m[90m0.31[39m[90m)[39m
[90m[2020-06-29 03:44:35[1m FUN[22m] [39mRunning grid line #21 of 40...
[90m[2020-06-29 03:44:35[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:44:35[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:44:35[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 1
[36m[1m 0[22m[39m 3 11
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 0.9167
[0mBalanced Accuracy[0m 0.9277
[0m PPV[0m 0.9787
[0m NPV[0m 0.7857
[0m F1[0m 0.9583
[0m Accuracy[0m 0.9344
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:44:39[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:44:39[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:44:39[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:44:40[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:44:41[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.65[39m[90m; User: [39m[90m10.39[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 03:44:41[1m FUN[22m] [39mRunning grid line #22 of 40...
[90m[2020-06-29 03:44:42[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:44:42[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:44:42[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 49 0
[36m[1m 0[22m[39m 1 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9800
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9900
[0m PPV[0m 1.0000
[0m NPV[0m 0.9286
[0m F1[0m 0.9899
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 1
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.8333
[0m NPV[0m NA
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:44:45[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:44:45[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:44:45[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:44:46[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:44:46[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.48[39m[90m; User: [39m[90m6.40[39m[90m; System: [39m[90m0.28[39m[90m)[39m
[90m[2020-06-29 03:44:46[1m FUN[22m] [39mRunning grid line #23 of 40...
[90m[2020-06-29 03:44:46[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:44:46[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:44:46[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 2 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9592
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9796
[0m PPV[0m 1.0000
[0m NPV[0m 0.8667
[0m F1[0m 0.9792
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:44:50[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:44:50[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:44:50[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:44:51[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:44:52[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.35[39m[90m; User: [39m[90m10.08[39m[90m; System: [39m[90m0.37[39m[90m)[39m
[90m[2020-06-29 03:44:53[1m FUN[22m] [39mRunning grid line #24 of 40...
[90m[2020-06-29 03:44:53[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:44:53[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:44:53[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 3 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9700
[0m PPV[0m 1.0000
[0m NPV[0m 0.8000
[0m F1[0m 0.9691
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.6500
[0m PPV[0m 0.8000
[0m NPV[0m 0.5000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:44:56[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:44:56[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:44:56[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:44:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:44:57[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.90[39m[90m; User: [39m[90m7.20[39m[90m; System: [39m[90m0.21[39m[90m)[39m
[90m[2020-06-29 03:44:58[1m FUN[22m] [39mRunning grid line #25 of 40...
[90m[2020-06-29 03:44:58[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:44:58[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:44:58[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 3 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9694
[0m PPV[0m 1.0000
[0m NPV[0m 0.8125
[0m F1[0m 0.9684
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:45:01[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:45:01[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:45:01[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:45:02[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:45:03[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.25[39m[90m; User: [39m[90m7.88[39m[90m; System: [39m[90m0.30[39m[90m)[39m
[90m[2020-06-29 03:45:03[1m FUN[22m] [39mRunning grid line #26 of 40...
[90m[2020-06-29 03:45:03[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:45:03[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:45:03[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 50 0
[36m[1m 0[22m[39m 0 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.4000
[0m PPV[0m 0.8000
[0m NPV[0m 0.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:45:06[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:45:07[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:45:07[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:45:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:45:08[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.79[39m[90m; User: [39m[90m7.04[39m[90m; System: [39m[90m0.22[39m[90m)[39m
[90m[2020-06-29 03:45:08[1m FUN[22m] [39mRunning grid line #27 of 40...
[90m[2020-06-29 03:45:08[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:45:08[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:45:08[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 49 0
[36m[1m 0[22m[39m 1 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9800
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9900
[0m PPV[0m 1.0000
[0m NPV[0m 0.9231
[0m F1[0m 0.9899
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:45:11[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:45:11[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:45:12[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:45:12[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:45:13[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.11[39m[90m; User: [39m[90m7.64[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 03:45:13[1m FUN[22m] [39mRunning grid line #28 of 40...
[90m[2020-06-29 03:45:13[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:45:13[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:45:13[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 3 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9694
[0m PPV[0m 1.0000
[0m NPV[0m 0.8125
[0m F1[0m 0.9684
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:45:16[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:45:17[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:45:17[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:45:17[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:45:18[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.94[39m[90m; User: [39m[90m7.24[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 03:45:18[1m FUN[22m] [39mRunning grid line #29 of 40...
[90m[2020-06-29 03:45:18[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:45:18[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:45:18[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 3 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9700
[0m PPV[0m 1.0000
[0m NPV[0m 0.8125
[0m F1[0m 0.9691
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:45:21[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:45:22[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:45:22[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:45:22[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:45:23[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m5.06[39m[90m; User: [39m[90m7.53[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 03:45:23[1m FUN[22m] [39mRunning grid line #30 of 40...
[90m[2020-06-29 03:45:23[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:45:23[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:45:24[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 3 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9694
[0m PPV[0m 1.0000
[0m NPV[0m 0.8000
[0m F1[0m 0.9684
[0m Accuracy[0m 0.9508
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 1
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:45:27[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:45:28[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:45:28[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:45:28[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:45:29[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m5.86[39m[90m; User: [39m[90m8.86[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 03:45:29[1m FUN[22m] [39mRunning grid line #31 of 40...
[90m[2020-06-29 03:45:29[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:45:29[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:45:30[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 14 11
[36m[1m 0[22m[39m 35 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2857
[0m Specificity[0m 0.0833
[0mBalanced Accuracy[0m 0.1845
[0m PPV[0m 0.5600
[0m NPV[0m 0.0278
[0m F1[0m 0.3784
[0m Accuracy[0m 0.2459
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 2
[36m[1m 0[22m[39m 2 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.3333
[0m PPV[0m 0.6667
[0m NPV[0m 0.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:45:32[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:45:33[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:45:33[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:45:33[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:45:34[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.66[39m[90m; User: [39m[90m6.70[39m[90m; System: [39m[90m0.12[39m[90m)[39m
[90m[2020-06-29 03:45:34[1m FUN[22m] [39mRunning grid line #32 of 40...
[90m[2020-06-29 03:45:34[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:45:34[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:45:34[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 9 0
[36m[1m 0[22m[39m 41 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1800
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5900
[0m PPV[0m 1.0000
[0m NPV[0m 0.2407
[0m F1[0m 0.3051
[0m Accuracy[0m 0.3492
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 4 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6000
[0m PPV[0m 1.0000
[0m NPV[0m 0.2000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:45:37[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:45:37[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:45:37[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:45:37[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:45:38[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.68[39m[90m; User: [39m[90m5[39m[90m; System: [39m[90m0.35[39m[90m)[39m
[90m[2020-06-29 03:45:38[1m FUN[22m] [39mRunning grid line #33 of 40...
[90m[2020-06-29 03:45:38[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:45:38[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:45:38[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 7 0
[36m[1m 0[22m[39m 42 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1429
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5714
[0m PPV[0m 1.0000
[0m NPV[0m 0.2364
[0m F1[0m 0.2500
[0m Accuracy[0m 0.3226
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 3 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.2500
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:45:40[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:45:41[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:45:41[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:45:41[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:45:41[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.05[39m[90m minutes ([39m[90mReal: [39m[90m3.20[39m[90m; User: [39m[90m4.03[39m[90m; System: [39m[90m0.19[39m[90m)[39m
[90m[2020-06-29 03:45:41[1m FUN[22m] [39mRunning grid line #34 of 40...
[90m[2020-06-29 03:45:41[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:45:41[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:45:41[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 45 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5500
[0m PPV[0m 1.0000
[0m NPV[0m 0.2105
[0m F1[0m 0.1818
[0m Accuracy[0m 0.2742
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 5 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.2857
[0m F1[0m NA
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:45:44[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:45:44[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:45:44[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:45:44[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:45:45[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.37[39m[90m; User: [39m[90m4.25[39m[90m; System: [39m[90m0.24[39m[90m)[39m
[90m[2020-06-29 03:45:45[1m FUN[22m] [39mRunning grid line #35 of 40...
[90m[2020-06-29 03:45:45[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:45:45[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:45:45[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 43 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1224
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5612
[0m PPV[0m 1.0000
[0m NPV[0m 0.2321
[0m F1[0m 0.2182
[0m Accuracy[0m 0.3065
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 4 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 1.0000
[0m NPV[0m 0.2000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:45:48[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:45:48[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:45:48[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:45:49[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:45:49[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.70[39m[90m; User: [39m[90m6.80[39m[90m; System: [39m[90m0.33[39m[90m)[39m
[90m[2020-06-29 03:45:49[1m FUN[22m] [39mRunning grid line #36 of 40...
[90m[2020-06-29 03:45:49[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:45:50[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:45:50[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 48 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5200
[0m PPV[0m 1.0000
[0m NPV[0m 0.2131
[0m F1[0m 0.0769
[0m Accuracy[0m 0.2381
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 5 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.1667
[0m F1[0m NA
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:45:52[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:45:52[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:45:52[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:45:52[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:45:53[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.05[39m[90m minutes ([39m[90mReal: [39m[90m3.13[39m[90m; User: [39m[90m3.81[39m[90m; System: [39m[90m0.27[39m[90m)[39m
[90m[2020-06-29 03:45:53[1m FUN[22m] [39mRunning grid line #37 of 40...
[90m[2020-06-29 03:45:53[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:45:53[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:45:53[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 8 0
[36m[1m 0[22m[39m 42 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1600
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5800
[0m PPV[0m 1.0000
[0m NPV[0m 0.2222
[0m F1[0m 0.2759
[0m Accuracy[0m 0.3226
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 5 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.2857
[0m F1[0m NA
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:45:56[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:45:56[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:45:56[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:45:56[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:45:56[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.75[39m[90m; User: [39m[90m4.97[39m[90m; System: [39m[90m0.27[39m[90m)[39m
[90m[2020-06-29 03:45:56[1m FUN[22m] [39mRunning grid line #38 of 40...
[90m[2020-06-29 03:45:57[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:45:57[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:45:57[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 0
[36m[1m 0[22m[39m 37 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2449
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6224
[0m PPV[0m 1.0000
[0m NPV[0m 0.2600
[0m F1[0m 0.3934
[0m Accuracy[0m 0.4032
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 5 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 1.0000
[0m NPV[0m 0.1667
[0m F1[0m 0.2857
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:45:59[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:46:00[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:46:00[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:46:00[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:46:00[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.79[39m[90m; User: [39m[90m4.96[39m[90m; System: [39m[90m0.27[39m[90m)[39m
[90m[2020-06-29 03:46:00[1m FUN[22m] [39mRunning grid line #39 of 40...
[90m[2020-06-29 03:46:00[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:46:00[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:46:01[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 44 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1200
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5600
[0m PPV[0m 1.0000
[0m NPV[0m 0.2281
[0m F1[0m 0.2143
[0m Accuracy[0m 0.3016
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 5 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.1667
[0m F1[0m NA
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:46:03[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:46:04[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:46:04[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:46:04[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:46:04[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m3.93[39m[90m; User: [39m[90m5.40[39m[90m; System: [39m[90m0.26[39m[90m)[39m
[90m[2020-06-29 03:46:04[1m FUN[22m] [39mRunning grid line #40 of 40...
[90m[2020-06-29 03:46:04[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:46:05[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:46:05[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 0
[36m[1m 0[22m[39m 39 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2041
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6020
[0m PPV[0m 1.0000
[0m NPV[0m 0.2353
[0m F1[0m 0.3390
[0m Accuracy[0m 0.3607
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 4 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 1.0000
[0m NPV[0m 0.3333
[0m F1[0m 0.5000
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:46:07[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:46:07[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:46:07[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:46:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:46:08[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.05[39m[90m minutes ([39m[90mReal: [39m[90m3.26[39m[90m; User: [39m[90m4.08[39m[90m; System: [39m[90m0.29[39m[90m)[39m
[90m[2020-06-29 03:46:14[1m FUN[22m] [39mRunning grid line #1 of 40...
[90m[2020-06-29 03:46:14[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:46:14[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:46:14[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 1.0000
[0m NPV[0m 0.6667
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:46:18[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:46:19[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:46:19[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:46:21[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:46:22[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.94[39m[90m; User: [39m[90m13.19[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 03:46:22[1m FUN[22m] [39mRunning grid line #2 of 40...
[90m[2020-06-29 03:46:22[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:46:22[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:46:22[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 4 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9200
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9600
[0m PPV[0m 1.0000
[0m NPV[0m 0.7778
[0m F1[0m 0.9583
[0m Accuracy[0m 0.9375
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:46:26[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:46:27[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:46:27[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:46:29[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:46:30[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.13[39m[90m; User: [39m[90m13.40[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 03:46:30[1m FUN[22m] [39mRunning grid line #3 of 40...
[90m[2020-06-29 03:46:30[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:46:30[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:46:30[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 43 0
[36m[1m 0[22m[39m 6 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8776
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9388
[0m PPV[0m 1.0000
[0m NPV[0m 0.6842
[0m F1[0m 0.9348
[0m Accuracy[0m 0.9032
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.8000
[0m NPV[0m 0.3333
[0m F1[0m 0.7273
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:46:34[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:46:35[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:46:35[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:46:36[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:46:37[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.09[39m[90m; User: [39m[90m11.50[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 03:46:37[1m FUN[22m] [39mRunning grid line #4 of 40...
[90m[2020-06-29 03:46:37[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:46:37[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:46:38[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 44 0
[36m[1m 0[22m[39m 6 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8800
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9400
[0m PPV[0m 1.0000
[0m NPV[0m 0.7000
[0m F1[0m 0.9362
[0m Accuracy[0m 0.9062
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:46:41[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:46:41[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:46:41[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:46:43[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:46:44[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.42[39m[90m; User: [39m[90m10.31[39m[90m; System: [39m[90m0.28[39m[90m)[39m
[90m[2020-06-29 03:46:44[1m FUN[22m] [39mRunning grid line #5 of 40...
[90m[2020-06-29 03:46:44[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:46:44[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:46:44[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:46:48[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:46:48[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:46:48[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:46:50[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:46:51[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.47[39m[90m; User: [39m[90m12.03[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 03:46:51[1m FUN[22m] [39mRunning grid line #6 of 40...
[90m[2020-06-29 03:46:51[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:46:52[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:46:52[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 3 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9700
[0m PPV[0m 1.0000
[0m NPV[0m 0.8235
[0m F1[0m 0.9691
[0m Accuracy[0m 0.9531
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:46:55[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:46:56[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:46:56[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:46:58[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:46:59[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.82[39m[90m; User: [39m[90m12.97[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 03:46:59[1m FUN[22m] [39mRunning grid line #7 of 40...
[90m[2020-06-29 03:46:59[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:46:59[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:47:00[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 1
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9200
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9243
[0m PPV[0m 0.9787
[0m NPV[0m 0.7647
[0m F1[0m 0.9485
[0m Accuracy[0m 0.9219
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:47:04[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:47:05[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:47:05[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:47:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:47:08[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.91[39m[90m; User: [39m[90m14.52[39m[90m; System: [39m[90m0.37[39m[90m)[39m
[90m[2020-06-29 03:47:08[1m FUN[22m] [39mRunning grid line #8 of 40...
[90m[2020-06-29 03:47:08[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:47:08[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:47:09[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 1
[36m[1m 0[22m[39m 3 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 0.9231
[0mBalanced Accuracy[0m 0.9309
[0m PPV[0m 0.9787
[0m NPV[0m 0.8000
[0m F1[0m 0.9583
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 1.0000
[0m NPV[0m 0.6667
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:47:12[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:47:13[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:47:13[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:47:15[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:47:16[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.39[39m[90m; User: [39m[90m11.91[39m[90m; System: [39m[90m0.52[39m[90m)[39m
[90m[2020-06-29 03:47:16[1m FUN[22m] [39mRunning grid line #9 of 40...
[90m[2020-06-29 03:47:16[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:47:16[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:47:16[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 4 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9200
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9600
[0m PPV[0m 1.0000
[0m NPV[0m 0.7778
[0m F1[0m 0.9583
[0m Accuracy[0m 0.9375
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:47:20[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:47:21[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:47:21[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:47:24[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:47:25[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.25[39m[90m; User: [39m[90m14.33[39m[90m; System: [39m[90m0.46[39m[90m)[39m
[90m[2020-06-29 03:47:25[1m FUN[22m] [39mRunning grid line #10 of 40...
[90m[2020-06-29 03:47:25[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:47:25[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:47:26[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 3 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9694
[0m PPV[0m 1.0000
[0m NPV[0m 0.8125
[0m F1[0m 0.9684
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 2
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.7500
[0m NPV[0m NA
[0m F1[0m 0.8571
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:47:29[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:47:29[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:47:29[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:47:31[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:47:32[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m6.96[39m[90m; User: [39m[90m10.95[39m[90m; System: [39m[90m0.25[39m[90m)[39m
[90m[2020-06-29 03:47:32[1m FUN[22m] [39mRunning grid line #11 of 40...
[90m[2020-06-29 03:47:32[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:47:32[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:47:33[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 2 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9592
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9796
[0m PPV[0m 1.0000
[0m NPV[0m 0.8667
[0m F1[0m 0.9792
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 1.0000
[0m NPV[0m 0.6667
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:47:37[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:47:37[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:47:37[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:47:40[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:47:41[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.12[39m[90m; User: [39m[90m15.63[39m[90m; System: [39m[90m0.35[39m[90m)[39m
[90m[2020-06-29 03:47:42[1m FUN[22m] [39mRunning grid line #12 of 40...
[90m[2020-06-29 03:47:42[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:47:42[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:47:42[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 3 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9700
[0m PPV[0m 1.0000
[0m NPV[0m 0.8235
[0m F1[0m 0.9691
[0m Accuracy[0m 0.9531
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:47:46[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:47:46[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:47:46[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:47:48[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:47:50[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.25[39m[90m; User: [39m[90m13.74[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 03:47:50[1m FUN[22m] [39mRunning grid line #13 of 40...
[90m[2020-06-29 03:47:50[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:47:50[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:47:50[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 3 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9694
[0m PPV[0m 1.0000
[0m NPV[0m 0.8125
[0m F1[0m 0.9684
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 1
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.8333
[0m NPV[0m 0.5000
[0m F1[0m 0.8333
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:47:54[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:47:55[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:47:55[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:47:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:47:58[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.25[39m[90m; User: [39m[90m13.65[39m[90m; System: [39m[90m0.46[39m[90m)[39m
[90m[2020-06-29 03:47:58[1m FUN[22m] [39mRunning grid line #14 of 40...
[90m[2020-06-29 03:47:58[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:47:58[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:47:59[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 44 0
[36m[1m 0[22m[39m 6 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8800
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9400
[0m PPV[0m 1.0000
[0m NPV[0m 0.7000
[0m F1[0m 0.9362
[0m Accuracy[0m 0.9062
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:48:02[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:48:03[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:48:03[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:48:05[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:48:06[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m8.01[39m[90m; User: [39m[90m13.30[39m[90m; System: [39m[90m0.47[39m[90m)[39m
[90m[2020-06-29 03:48:06[1m FUN[22m] [39mRunning grid line #15 of 40...
[90m[2020-06-29 03:48:06[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:48:06[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:48:07[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 3 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9694
[0m PPV[0m 1.0000
[0m NPV[0m 0.8125
[0m F1[0m 0.9684
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:48:11[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:48:12[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:48:12[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:48:14[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:48:16[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.29[39m[90m; User: [39m[90m15.80[39m[90m; System: [39m[90m0.46[39m[90m)[39m
[90m[2020-06-29 03:48:16[1m FUN[22m] [39mRunning grid line #16 of 40...
[90m[2020-06-29 03:48:16[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:48:16[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:48:16[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 48 0
[36m[1m 0[22m[39m 2 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9600
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9800
[0m PPV[0m 1.0000
[0m NPV[0m 0.8750
[0m F1[0m 0.9796
[0m Accuracy[0m 0.9688
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:48:20[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:48:21[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:48:21[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:48:23[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:48:25[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.32[39m[90m; User: [39m[90m15.91[39m[90m; System: [39m[90m0.47[39m[90m)[39m
[90m[2020-06-29 03:48:25[1m FUN[22m] [39mRunning grid line #17 of 40...
[90m[2020-06-29 03:48:25[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:48:25[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:48:26[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 5 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9500
[0m PPV[0m 1.0000
[0m NPV[0m 0.7368
[0m F1[0m 0.9474
[0m Accuracy[0m 0.9219
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:48:29[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:48:30[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:48:30[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:48:32[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:48:34[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.32[39m[90m; User: [39m[90m13.81[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 03:48:34[1m FUN[22m] [39mRunning grid line #18 of 40...
[90m[2020-06-29 03:48:34[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:48:34[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:48:34[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 2 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9592
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9796
[0m PPV[0m 1.0000
[0m NPV[0m 0.8667
[0m F1[0m 0.9792
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:48:38[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:48:38[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:48:38[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:48:40[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:48:42[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.11[39m[90m; User: [39m[90m13.62[39m[90m; System: [39m[90m0.47[39m[90m)[39m
[90m[2020-06-29 03:48:42[1m FUN[22m] [39mRunning grid line #19 of 40...
[90m[2020-06-29 03:48:42[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:48:42[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:48:42[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 4 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9200
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9600
[0m PPV[0m 1.0000
[0m NPV[0m 0.7778
[0m F1[0m 0.9583
[0m Accuracy[0m 0.9375
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:48:46[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:48:47[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:48:47[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:48:49[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:48:51[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.31[39m[90m; User: [39m[90m15.91[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 03:48:51[1m FUN[22m] [39mRunning grid line #20 of 40...
[90m[2020-06-29 03:48:51[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:48:51[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:48:52[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 3 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9694
[0m PPV[0m 1.0000
[0m NPV[0m 0.8125
[0m F1[0m 0.9684
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 2
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.7500
[0m NPV[0m NA
[0m F1[0m 0.8571
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:48:55[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:48:56[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:48:56[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:48:58[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:48:59[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m8.03[39m[90m; User: [39m[90m13.44[39m[90m; System: [39m[90m0.27[39m[90m)[39m
[90m[2020-06-29 03:48:59[1m FUN[22m] [39mRunning grid line #21 of 40...
[90m[2020-06-29 03:48:59[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:48:59[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:49:00[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 2 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9592
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9796
[0m PPV[0m 1.0000
[0m NPV[0m 0.8667
[0m F1[0m 0.9792
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 1.0000
[0m NPV[0m 0.6667
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:49:03[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:49:03[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:49:03[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:49:04[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:49:04[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m5[39m[90m; User: [39m[90m7.28[39m[90m; System: [39m[90m0.23[39m[90m)[39m
[90m[2020-06-29 03:49:04[1m FUN[22m] [39mRunning grid line #22 of 40...
[90m[2020-06-29 03:49:05[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:49:05[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:49:05[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 3 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9700
[0m PPV[0m 1.0000
[0m NPV[0m 0.8235
[0m F1[0m 0.9691
[0m Accuracy[0m 0.9531
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:49:08[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:49:08[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:49:08[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:49:09[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:49:10[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m5.06[39m[90m; User: [39m[90m7.67[39m[90m; System: [39m[90m0.32[39m[90m)[39m
[90m[2020-06-29 03:49:10[1m FUN[22m] [39mRunning grid line #23 of 40...
[90m[2020-06-29 03:49:10[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:49:10[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:49:10[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 2 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9592
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9796
[0m PPV[0m 1.0000
[0m NPV[0m 0.8667
[0m F1[0m 0.9792
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 1
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.8333
[0m NPV[0m 0.5000
[0m F1[0m 0.8333
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:49:13[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:49:13[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:49:13[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:49:14[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:49:15[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.81[39m[90m; User: [39m[90m7.04[39m[90m; System: [39m[90m0.23[39m[90m)[39m
[90m[2020-06-29 03:49:15[1m FUN[22m] [39mRunning grid line #24 of 40...
[90m[2020-06-29 03:49:15[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:49:15[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:49:15[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 3 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9700
[0m PPV[0m 1.0000
[0m NPV[0m 0.8235
[0m F1[0m 0.9691
[0m Accuracy[0m 0.9531
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:49:18[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:49:19[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:49:19[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:49:20[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:49:21[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m5.91[39m[90m; User: [39m[90m9.14[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 03:49:21[1m FUN[22m] [39mRunning grid line #25 of 40...
[90m[2020-06-29 03:49:21[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:49:21[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:49:21[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 1
[36m[1m 0[22m[39m 3 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 0.9231
[0mBalanced Accuracy[0m 0.9309
[0m PPV[0m 0.9787
[0m NPV[0m 0.8000
[0m F1[0m 0.9583
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:49:25[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:49:25[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:49:25[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:49:26[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:49:28[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m6.99[39m[90m; User: [39m[90m11.23[39m[90m; System: [39m[90m0.43[39m[90m)[39m
[90m[2020-06-29 03:49:28[1m FUN[22m] [39mRunning grid line #26 of 40...
[90m[2020-06-29 03:49:28[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:49:28[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:49:28[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 48 0
[36m[1m 0[22m[39m 2 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9600
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9800
[0m PPV[0m 1.0000
[0m NPV[0m 0.8750
[0m F1[0m 0.9796
[0m Accuracy[0m 0.9688
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8000
[0m PPV[0m 1.0000
[0m NPV[0m 0.3333
[0m F1[0m 0.7500
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:49:32[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:49:33[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:49:33[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:49:35[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:49:37[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.94[39m[90m; User: [39m[90m15.05[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 03:49:37[1m FUN[22m] [39mRunning grid line #27 of 40...
[90m[2020-06-29 03:49:37[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:49:37[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:49:37[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 42 0
[36m[1m 0[22m[39m 8 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9200
[0m PPV[0m 1.0000
[0m NPV[0m 0.6364
[0m F1[0m 0.9130
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8000
[0m PPV[0m 1.0000
[0m NPV[0m 0.3333
[0m F1[0m 0.7500
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:49:40[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:49:40[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:49:40[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:49:41[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:49:41[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.51[39m[90m; User: [39m[90m6.56[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 03:49:41[1m FUN[22m] [39mRunning grid line #28 of 40...
[90m[2020-06-29 03:49:41[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:49:41[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:49:42[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 3 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9694
[0m PPV[0m 1.0000
[0m NPV[0m 0.8125
[0m F1[0m 0.9684
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 1.0000
[0m NPV[0m 0.6667
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:49:45[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:49:45[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:49:46[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:49:47[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:49:47[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6.08[39m[90m; User: [39m[90m9.55[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 03:49:48[1m FUN[22m] [39mRunning grid line #29 of 40...
[90m[2020-06-29 03:49:48[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:49:48[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:49:48[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 3 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9700
[0m PPV[0m 1.0000
[0m NPV[0m 0.8235
[0m F1[0m 0.9691
[0m Accuracy[0m 0.9531
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:49:52[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:49:53[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:49:53[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:49:55[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:49:57[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.50[39m[90m; User: [39m[90m16.07[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 03:49:57[1m FUN[22m] [39mRunning grid line #30 of 40...
[90m[2020-06-29 03:49:57[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:49:57[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:49:58[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 2 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9592
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9796
[0m PPV[0m 1.0000
[0m NPV[0m 0.8667
[0m F1[0m 0.9792
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 2
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.7500
[0m NPV[0m NA
[0m F1[0m 0.8571
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:50:01[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:50:01[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:50:01[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:50:02[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:50:03[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6.13[39m[90m; User: [39m[90m9.33[39m[90m; System: [39m[90m0.29[39m[90m)[39m
[90m[2020-06-29 03:50:03[1m FUN[22m] [39mRunning grid line #31 of 40...
[90m[2020-06-29 03:50:03[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:50:03[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:50:04[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 21 0
[36m[1m 0[22m[39m 28 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4286
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7143
[0m PPV[0m 1.0000
[0m NPV[0m 0.3171
[0m F1[0m 0.6000
[0m Accuracy[0m 0.5484
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 3 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.4000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:50:06[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:50:06[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:50:06[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:50:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:50:07[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.59[39m[90m; User: [39m[90m4.87[39m[90m; System: [39m[90m0.21[39m[90m)[39m
[90m[2020-06-29 03:50:07[1m FUN[22m] [39mRunning grid line #32 of 40...
[90m[2020-06-29 03:50:07[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:50:07[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:50:07[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 15 0
[36m[1m 0[22m[39m 35 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6500
[0m PPV[0m 1.0000
[0m NPV[0m 0.2857
[0m F1[0m 0.4615
[0m Accuracy[0m 0.4531
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 5 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.1667
[0m F1[0m NA
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:50:10[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:50:10[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:50:10[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:50:11[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:50:11[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.17[39m[90m; User: [39m[90m5.84[39m[90m; System: [39m[90m0.28[39m[90m)[39m
[90m[2020-06-29 03:50:11[1m FUN[22m] [39mRunning grid line #33 of 40...
[90m[2020-06-29 03:50:11[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:50:11[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:50:12[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 0
[36m[1m 0[22m[39m 37 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2449
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6224
[0m PPV[0m 1.0000
[0m NPV[0m 0.2600
[0m F1[0m 0.3934
[0m Accuracy[0m 0.4032
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 4 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 1.0000
[0m NPV[0m 0.3333
[0m F1[0m 0.5000
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:50:14[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:50:14[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:50:14[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:50:15[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:50:15[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.45[39m[90m; User: [39m[90m4.66[39m[90m; System: [39m[90m0.17[39m[90m)[39m
[90m[2020-06-29 03:50:15[1m FUN[22m] [39mRunning grid line #34 of 40...
[90m[2020-06-29 03:50:15[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:50:15[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:50:15[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 14 0
[36m[1m 0[22m[39m 36 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2800
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6400
[0m PPV[0m 1.0000
[0m NPV[0m 0.2800
[0m F1[0m 0.4375
[0m Accuracy[0m 0.4375
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 5 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.1667
[0m F1[0m NA
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:50:18[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:50:18[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:50:18[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:50:19[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:50:19[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.02[39m[90m; User: [39m[90m5.45[39m[90m; System: [39m[90m0.28[39m[90m)[39m
[90m[2020-06-29 03:50:19[1m FUN[22m] [39mRunning grid line #35 of 40...
[90m[2020-06-29 03:50:19[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:50:19[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:50:19[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 23 12
[36m[1m 0[22m[39m 26 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4694
[0m Specificity[0m 0.0769
[0mBalanced Accuracy[0m 0.2732
[0m PPV[0m 0.6571
[0m NPV[0m 0.0370
[0m F1[0m 0.5476
[0m Accuracy[0m 0.3871
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 2
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.4167
[0m PPV[0m 0.7143
[0m NPV[0m 0.0000
[0m F1[0m 0.7692
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:50:22[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:50:23[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:50:23[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:50:23[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:50:24[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.81[39m[90m; User: [39m[90m7.02[39m[90m; System: [39m[90m0.32[39m[90m)[39m
[90m[2020-06-29 03:50:24[1m FUN[22m] [39mRunning grid line #36 of 40...
[90m[2020-06-29 03:50:24[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:50:24[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:50:24[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 17 0
[36m[1m 0[22m[39m 33 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6700
[0m PPV[0m 1.0000
[0m NPV[0m 0.2979
[0m F1[0m 0.5075
[0m Accuracy[0m 0.4844
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 3 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7000
[0m PPV[0m 1.0000
[0m NPV[0m 0.2500
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:50:27[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:50:27[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:50:27[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:50:27[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:50:28[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.67[39m[90m; User: [39m[90m4.83[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 03:50:28[1m FUN[22m] [39mRunning grid line #37 of 40...
[90m[2020-06-29 03:50:28[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:50:28[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:50:28[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 7 0
[36m[1m 0[22m[39m 43 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5700
[0m PPV[0m 1.0000
[0m NPV[0m 0.2456
[0m F1[0m 0.2456
[0m Accuracy[0m 0.3281
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 5 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.1667
[0m F1[0m NA
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:50:31[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:50:32[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:50:32[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:50:32[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:50:33[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.78[39m[90m; User: [39m[90m5.95[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 03:50:33[1m FUN[22m] [39mRunning grid line #38 of 40...
[90m[2020-06-29 03:50:33[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:50:33[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:50:33[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 7 0
[36m[1m 0[22m[39m 42 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1429
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5714
[0m PPV[0m 1.0000
[0m NPV[0m 0.2364
[0m F1[0m 0.2500
[0m Accuracy[0m 0.3226
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 3 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.4000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:50:35[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:50:35[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:50:35[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:50:36[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:50:36[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.05[39m[90m minutes ([39m[90mReal: [39m[90m3.21[39m[90m; User: [39m[90m4.09[39m[90m; System: [39m[90m0.31[39m[90m)[39m
[90m[2020-06-29 03:50:36[1m FUN[22m] [39mRunning grid line #39 of 40...
[90m[2020-06-29 03:50:36[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:50:36[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:50:36[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 13 0
[36m[1m 0[22m[39m 37 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2600
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6300
[0m PPV[0m 1.0000
[0m NPV[0m 0.2745
[0m F1[0m 0.4127
[0m Accuracy[0m 0.4219
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 4 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6000
[0m PPV[0m 1.0000
[0m NPV[0m 0.2000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:50:39[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:50:40[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:50:40[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:50:40[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:50:41[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.20[39m[90m; User: [39m[90m7.63[39m[90m; System: [39m[90m0.33[39m[90m)[39m
[90m[2020-06-29 03:50:41[1m FUN[22m] [39mRunning grid line #40 of 40...
[90m[2020-06-29 03:50:41[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:50:41[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:50:42[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 47 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0408
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5204
[0m PPV[0m 1.0000
[0m NPV[0m 0.2167
[0m F1[0m 0.0784
[0m Accuracy[0m 0.2419
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 6 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.2500
[0m F1[0m NA
[0m Accuracy[0m 0.2500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:50:44[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:50:44[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:50:44[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:50:44[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:50:44[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.05[39m[90m minutes ([39m[90mReal: [39m[90m3.13[39m[90m; User: [39m[90m3.83[39m[90m; System: [39m[90m0.25[39m[90m)[39m
[90m[2020-06-29 03:50:50[1m FUN[22m] [39mRunning grid line #1 of 40...
[90m[2020-06-29 03:50:50[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:50:50[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:50:51[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 2 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9592
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9796
[0m PPV[0m 1.0000
[0m NPV[0m 0.8571
[0m F1[0m 0.9792
[0m Accuracy[0m 0.9672
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 1
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:50:55[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:50:55[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:50:55[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:50:58[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:51:00[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.34[39m[90m; User: [39m[90m15.83[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 03:51:00[1m FUN[22m] [39mRunning grid line #2 of 40...
[90m[2020-06-29 03:51:00[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:51:00[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:51:00[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 48 0
[36m[1m 0[22m[39m 2 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9600
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9800
[0m PPV[0m 1.0000
[0m NPV[0m 0.8667
[0m F1[0m 0.9796
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.4000
[0m PPV[0m 0.8000
[0m NPV[0m 0.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:51:04[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:51:04[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:51:04[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:51:05[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:51:07[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.73[39m[90m; User: [39m[90m10.75[39m[90m; System: [39m[90m0.31[39m[90m)[39m
[90m[2020-06-29 03:51:07[1m FUN[22m] [39mRunning grid line #3 of 40...
[90m[2020-06-29 03:51:07[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:51:07[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:51:07[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 44 0
[36m[1m 0[22m[39m 5 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8980
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9490
[0m PPV[0m 1.0000
[0m NPV[0m 0.7222
[0m F1[0m 0.9462
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:51:10[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:51:11[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:51:11[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:51:13[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:51:14[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.29[39m[90m; User: [39m[90m11.97[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 03:51:14[1m FUN[22m] [39mRunning grid line #4 of 40...
[90m[2020-06-29 03:51:14[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:51:14[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:51:14[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 5 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9500
[0m PPV[0m 1.0000
[0m NPV[0m 0.7059
[0m F1[0m 0.9474
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.6667
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:51:18[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:51:18[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:51:18[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:51:20[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:51:21[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.13[39m[90m; User: [39m[90m11.46[39m[90m; System: [39m[90m0.46[39m[90m)[39m
[90m[2020-06-29 03:51:21[1m FUN[22m] [39mRunning grid line #5 of 40...
[90m[2020-06-29 03:51:21[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:51:21[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:51:22[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:51:25[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:51:26[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:51:26[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:51:27[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:51:29[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.38[39m[90m; User: [39m[90m11.66[39m[90m; System: [39m[90m0.43[39m[90m)[39m
[90m[2020-06-29 03:51:29[1m FUN[22m] [39mRunning grid line #6 of 40...
[90m[2020-06-29 03:51:29[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:51:29[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:51:29[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9200
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9600
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9583
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:51:33[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:51:34[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:51:34[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:51:36[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:51:38[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.85[39m[90m; User: [39m[90m14.50[39m[90m; System: [39m[90m0.40[39m[90m)[39m
[90m[2020-06-29 03:51:38[1m FUN[22m] [39mRunning grid line #7 of 40...
[90m[2020-06-29 03:51:38[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:51:38[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:51:38[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 48 0
[36m[1m 0[22m[39m 2 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9600
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9800
[0m PPV[0m 1.0000
[0m NPV[0m 0.8571
[0m F1[0m 0.9796
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 2
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.7143
[0m NPV[0m NA
[0m F1[0m 0.8333
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:51:42[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:51:42[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:51:42[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:51:44[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:51:45[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.46[39m[90m; User: [39m[90m12.11[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 03:51:45[1m FUN[22m] [39mRunning grid line #8 of 40...
[90m[2020-06-29 03:51:45[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:51:45[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:51:46[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 2 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9592
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9796
[0m PPV[0m 1.0000
[0m NPV[0m 0.8667
[0m F1[0m 0.9792
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 1
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.8571
[0m NPV[0m NA
[0m F1[0m 0.9231
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:51:49[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:51:50[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:51:50[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:51:52[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:51:53[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.47[39m[90m; User: [39m[90m12.22[39m[90m; System: [39m[90m0.27[39m[90m)[39m
[90m[2020-06-29 03:51:53[1m FUN[22m] [39mRunning grid line #9 of 40...
[90m[2020-06-29 03:51:53[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:51:53[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:51:53[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 3 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9700
[0m PPV[0m 1.0000
[0m NPV[0m 0.8125
[0m F1[0m 0.9691
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8000
[0m PPV[0m 1.0000
[0m NPV[0m 0.3333
[0m F1[0m 0.7500
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:51:57[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:51:57[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:51:57[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:51:59[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:52:00[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.39[39m[90m; User: [39m[90m11.80[39m[90m; System: [39m[90m0.37[39m[90m)[39m
[90m[2020-06-29 03:52:00[1m FUN[22m] [39mRunning grid line #10 of 40...
[90m[2020-06-29 03:52:00[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:52:00[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:52:01[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 44 0
[36m[1m 0[22m[39m 5 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8980
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9490
[0m PPV[0m 1.0000
[0m NPV[0m 0.7059
[0m F1[0m 0.9462
[0m Accuracy[0m 0.9180
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 4 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 1.0000
[0m NPV[0m 0.3333
[0m F1[0m 0.5000
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:52:04[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:52:05[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:52:05[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:52:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:52:08[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.31[39m[90m; User: [39m[90m11.82[39m[90m; System: [39m[90m0.48[39m[90m)[39m
[90m[2020-06-29 03:52:08[1m FUN[22m] [39mRunning grid line #11 of 40...
[90m[2020-06-29 03:52:08[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:52:08[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:52:08[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 48 0
[36m[1m 0[22m[39m 1 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9796
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9898
[0m PPV[0m 1.0000
[0m NPV[0m 0.9231
[0m F1[0m 0.9897
[0m Accuracy[0m 0.9836
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 1
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:52:12[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:52:13[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:52:13[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:52:14[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:52:16[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.16[39m[90m; User: [39m[90m13.51[39m[90m; System: [39m[90m0.45[39m[90m)[39m
[90m[2020-06-29 03:52:16[1m FUN[22m] [39mRunning grid line #12 of 40...
[90m[2020-06-29 03:52:16[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:52:16[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:52:16[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 48 0
[36m[1m 0[22m[39m 2 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9600
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9800
[0m PPV[0m 1.0000
[0m NPV[0m 0.8667
[0m F1[0m 0.9796
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.4000
[0m PPV[0m 0.8000
[0m NPV[0m 0.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:52:20[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:52:20[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:52:20[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:52:22[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:52:23[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.33[39m[90m; User: [39m[90m11.84[39m[90m; System: [39m[90m0.35[39m[90m)[39m
[90m[2020-06-29 03:52:23[1m FUN[22m] [39mRunning grid line #13 of 40...
[90m[2020-06-29 03:52:23[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:52:23[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:52:24[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 44 0
[36m[1m 0[22m[39m 5 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8980
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9490
[0m PPV[0m 1.0000
[0m NPV[0m 0.7222
[0m F1[0m 0.9462
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:52:28[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:52:28[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:52:28[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:52:30[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:52:32[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.39[39m[90m; User: [39m[90m13.89[39m[90m; System: [39m[90m0.31[39m[90m)[39m
[90m[2020-06-29 03:52:32[1m FUN[22m] [39mRunning grid line #14 of 40...
[90m[2020-06-29 03:52:32[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:52:32[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:52:32[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 5 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9500
[0m PPV[0m 1.0000
[0m NPV[0m 0.7059
[0m F1[0m 0.9474
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.6667
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:52:36[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:52:36[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:52:36[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:52:38[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:52:39[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m6.97[39m[90m; User: [39m[90m11.14[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 03:52:39[1m FUN[22m] [39mRunning grid line #15 of 40...
[90m[2020-06-29 03:52:39[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:52:39[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:52:39[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 3 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9694
[0m PPV[0m 1.0000
[0m NPV[0m 0.8125
[0m F1[0m 0.9684
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:52:44[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:52:45[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:52:45[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:52:47[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:52:49[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.27[39m[90m; User: [39m[90m17.63[39m[90m; System: [39m[90m0.46[39m[90m)[39m
[90m[2020-06-29 03:52:49[1m FUN[22m] [39mRunning grid line #16 of 40...
[90m[2020-06-29 03:52:49[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:52:49[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:52:50[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9200
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9600
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9583
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:52:53[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:52:54[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:52:54[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:52:55[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:52:57[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.33[39m[90m; User: [39m[90m11.88[39m[90m; System: [39m[90m0.43[39m[90m)[39m
[90m[2020-06-29 03:52:57[1m FUN[22m] [39mRunning grid line #17 of 40...
[90m[2020-06-29 03:52:57[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:52:57[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:52:57[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 50 0
[36m[1m 0[22m[39m 0 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 2
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.7143
[0m NPV[0m NA
[0m F1[0m 0.8333
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:53:01[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:53:01[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:53:01[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:53:03[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:53:04[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.34[39m[90m; User: [39m[90m11.92[39m[90m; System: [39m[90m0.32[39m[90m)[39m
[90m[2020-06-29 03:53:04[1m FUN[22m] [39mRunning grid line #18 of 40...
[90m[2020-06-29 03:53:04[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:53:04[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:53:04[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 49 0
[36m[1m 0[22m[39m 0 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 1
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.8571
[0m NPV[0m NA
[0m F1[0m 0.9231
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:53:09[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:53:09[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:53:09[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:53:11[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:53:13[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.75[39m[90m; User: [39m[90m14.80[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 03:53:13[1m FUN[22m] [39mRunning grid line #19 of 40...
[90m[2020-06-29 03:53:13[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:53:13[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:53:13[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 48 0
[36m[1m 0[22m[39m 2 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9600
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9800
[0m PPV[0m 1.0000
[0m NPV[0m 0.8667
[0m F1[0m 0.9796
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:53:17[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:53:18[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:53:18[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:53:20[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:53:21[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.27[39m[90m; User: [39m[90m13.69[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 03:53:21[1m FUN[22m] [39mRunning grid line #20 of 40...
[90m[2020-06-29 03:53:21[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:53:21[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:53:22[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9344
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:53:25[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:53:26[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:53:26[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:53:27[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:53:29[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.19[39m[90m; User: [39m[90m11.66[39m[90m; System: [39m[90m0.30[39m[90m)[39m
[90m[2020-06-29 03:53:29[1m FUN[22m] [39mRunning grid line #21 of 40...
[90m[2020-06-29 03:53:29[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:53:29[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:53:29[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 48 0
[36m[1m 0[22m[39m 1 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9796
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9898
[0m PPV[0m 1.0000
[0m NPV[0m 0.9231
[0m F1[0m 0.9897
[0m Accuracy[0m 0.9836
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 1
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:53:32[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:53:33[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:53:33[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:53:34[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:53:35[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6.12[39m[90m; User: [39m[90m9.39[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 03:53:35[1m FUN[22m] [39mRunning grid line #22 of 40...
[90m[2020-06-29 03:53:35[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:53:35[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:53:35[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 48 0
[36m[1m 0[22m[39m 2 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9600
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9800
[0m PPV[0m 1.0000
[0m NPV[0m 0.8667
[0m F1[0m 0.9796
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.4000
[0m PPV[0m 0.8000
[0m NPV[0m 0.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:53:38[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:53:39[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:53:39[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:53:39[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:53:40[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.94[39m[90m; User: [39m[90m7.48[39m[90m; System: [39m[90m0.28[39m[90m)[39m
[90m[2020-06-29 03:53:40[1m FUN[22m] [39mRunning grid line #23 of 40...
[90m[2020-06-29 03:53:40[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:53:40[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:53:40[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 42 0
[36m[1m 0[22m[39m 7 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8571
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9286
[0m PPV[0m 1.0000
[0m NPV[0m 0.6500
[0m F1[0m 0.9231
[0m Accuracy[0m 0.8871
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:53:43[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:53:43[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:53:44[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:53:44[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:53:45[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.65[39m[90m; User: [39m[90m6.95[39m[90m; System: [39m[90m0.22[39m[90m)[39m
[90m[2020-06-29 03:53:45[1m FUN[22m] [39mRunning grid line #24 of 40...
[90m[2020-06-29 03:53:45[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:53:45[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:53:45[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 43 0
[36m[1m 0[22m[39m 7 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8600
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9300
[0m PPV[0m 1.0000
[0m NPV[0m 0.6316
[0m F1[0m 0.9247
[0m Accuracy[0m 0.8871
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.6667
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:53:48[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:53:48[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:53:48[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:53:49[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:53:49[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.62[39m[90m; User: [39m[90m6.55[39m[90m; System: [39m[90m0.23[39m[90m)[39m
[90m[2020-06-29 03:53:49[1m FUN[22m] [39mRunning grid line #25 of 40...
[90m[2020-06-29 03:53:49[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:53:50[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:53:50[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 2 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9592
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9796
[0m PPV[0m 1.0000
[0m NPV[0m 0.8667
[0m F1[0m 0.9792
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:53:54[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:53:54[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:53:54[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:53:56[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:53:57[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.25[39m[90m; User: [39m[90m12.08[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 03:53:57[1m FUN[22m] [39mRunning grid line #26 of 40...
[90m[2020-06-29 03:53:57[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:53:57[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:53:57[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 42 0
[36m[1m 0[22m[39m 8 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9200
[0m PPV[0m 1.0000
[0m NPV[0m 0.6190
[0m F1[0m 0.9130
[0m Accuracy[0m 0.8730
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:54:00[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:54:00[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:54:00[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:54:01[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:54:02[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.70[39m[90m; User: [39m[90m6.77[39m[90m; System: [39m[90m0.30[39m[90m)[39m
[90m[2020-06-29 03:54:02[1m FUN[22m] [39mRunning grid line #27 of 40...
[90m[2020-06-29 03:54:02[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:54:02[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:54:02[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 3 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9700
[0m PPV[0m 1.0000
[0m NPV[0m 0.8000
[0m F1[0m 0.9691
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 2 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.3000
[0m PPV[0m 0.6000
[0m NPV[0m 0.0000
[0m F1[0m 0.6000
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:54:05[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:54:06[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:54:06[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:54:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:54:08[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.36[39m[90m; User: [39m[90m9.53[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 03:54:08[1m FUN[22m] [39mRunning grid line #28 of 40...
[90m[2020-06-29 03:54:08[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:54:08[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:54:08[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 48 0
[36m[1m 0[22m[39m 1 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9796
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9898
[0m PPV[0m 1.0000
[0m NPV[0m 0.9286
[0m F1[0m 0.9897
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 1
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.8571
[0m NPV[0m NA
[0m F1[0m 0.9231
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:54:12[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:54:12[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:54:12[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:54:12[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:54:13[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.70[39m[90m; User: [39m[90m6.44[39m[90m; System: [39m[90m0.43[39m[90m)[39m
[90m[2020-06-29 03:54:13[1m FUN[22m] [39mRunning grid line #29 of 40...
[90m[2020-06-29 03:54:13[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:54:13[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:54:13[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 43 0
[36m[1m 0[22m[39m 7 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8600
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9300
[0m PPV[0m 1.0000
[0m NPV[0m 0.6500
[0m F1[0m 0.9247
[0m Accuracy[0m 0.8889
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:54:16[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:54:17[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:54:17[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:54:18[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:54:18[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.31[39m[90m; User: [39m[90m6.92[39m[90m; System: [39m[90m0.35[39m[90m)[39m
[90m[2020-06-29 03:54:18[1m FUN[22m] [39mRunning grid line #30 of 40...
[90m[2020-06-29 03:54:18[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:54:18[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:54:19[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9344
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:54:22[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:54:23[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:54:23[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:54:24[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:54:24[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6.16[39m[90m; User: [39m[90m9.08[39m[90m; System: [39m[90m0.30[39m[90m)[39m
[90m[2020-06-29 03:54:25[1m FUN[22m] [39mRunning grid line #31 of 40...
[90m[2020-06-29 03:54:25[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:54:25[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:54:25[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 35 5
[36m[1m 0[22m[39m 14 7
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7143
[0m Specificity[0m 0.5833
[0mBalanced Accuracy[0m 0.6488
[0m PPV[0m 0.8750
[0m NPV[0m 0.3333
[0m F1[0m 0.7865
[0m Accuracy[0m 0.6885
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 1
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:54:29[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:54:29[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:54:29[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:54:30[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:54:31[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m5.98[39m[90m; User: [39m[90m7.41[39m[90m; System: [39m[90m0.28[39m[90m)[39m
[90m[2020-06-29 03:54:31[1m FUN[22m] [39mRunning grid line #32 of 40...
[90m[2020-06-29 03:54:31[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:54:31[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:54:31[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 0
[36m[1m 0[22m[39m 40 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6000
[0m PPV[0m 1.0000
[0m NPV[0m 0.2453
[0m F1[0m 0.3333
[0m Accuracy[0m 0.3651
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 5 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.1667
[0m F1[0m NA
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:54:34[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:54:35[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:54:35[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:54:35[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:54:35[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.33[39m[90m; User: [39m[90m4.67[39m[90m; System: [39m[90m0.14[39m[90m)[39m
[90m[2020-06-29 03:54:35[1m FUN[22m] [39mRunning grid line #33 of 40...
[90m[2020-06-29 03:54:35[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:54:35[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:54:36[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 9 0
[36m[1m 0[22m[39m 40 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1837
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5918
[0m PPV[0m 1.0000
[0m NPV[0m 0.2453
[0m F1[0m 0.3103
[0m Accuracy[0m 0.3548
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 6 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.1429
[0m F1[0m NA
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:54:39[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:54:39[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:54:39[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:54:40[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:54:41[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m5.93[39m[90m; User: [39m[90m7.28[39m[90m; System: [39m[90m0.31[39m[90m)[39m
[90m[2020-06-29 03:54:41[1m FUN[22m] [39mRunning grid line #34 of 40...
[90m[2020-06-29 03:54:41[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:54:41[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:54:42[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 46 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0800
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5400
[0m PPV[0m 1.0000
[0m NPV[0m 0.2069
[0m F1[0m 0.1481
[0m Accuracy[0m 0.2581
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 4 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6000
[0m PPV[0m 1.0000
[0m NPV[0m 0.3333
[0m F1[0m 0.3333
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:54:45[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:54:45[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:54:45[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:54:45[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:54:46[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.14[39m[90m; User: [39m[90m4.44[39m[90m; System: [39m[90m0.32[39m[90m)[39m
[90m[2020-06-29 03:54:46[1m FUN[22m] [39mRunning grid line #35 of 40...
[90m[2020-06-29 03:54:46[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:54:46[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:54:46[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 13 2
[36m[1m 0[22m[39m 36 11
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2653
[0m Specificity[0m 0.8462
[0mBalanced Accuracy[0m 0.5557
[0m PPV[0m 0.8667
[0m NPV[0m 0.2340
[0m F1[0m 0.4062
[0m Accuracy[0m 0.3871
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 5 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 1.0000
[0m NPV[0m 0.1667
[0m F1[0m 0.2857
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:54:49[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:54:49[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:54:49[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:54:50[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:54:50[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.47[39m[90m; User: [39m[90m5.03[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 03:54:50[1m FUN[22m] [39mRunning grid line #36 of 40...
[90m[2020-06-29 03:54:50[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:54:50[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:54:51[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 7 0
[36m[1m 0[22m[39m 43 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5700
[0m PPV[0m 1.0000
[0m NPV[0m 0.2321
[0m F1[0m 0.2456
[0m Accuracy[0m 0.3175
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 5 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.1667
[0m F1[0m NA
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:54:54[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:54:54[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:54:54[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:54:55[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:54:56[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.34[39m[90m; User: [39m[90m7.31[39m[90m; System: [39m[90m0.27[39m[90m)[39m
[90m[2020-06-29 03:54:56[1m FUN[22m] [39mRunning grid line #37 of 40...
[90m[2020-06-29 03:54:56[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:54:56[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:54:56[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 25 0
[36m[1m 0[22m[39m 25 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.3243
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5968
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.5500
[0m PPV[0m 0.7500
[0m NPV[0m 0.3333
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:54:59[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:54:59[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:54:59[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:54:59[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:54:59[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.46[39m[90m; User: [39m[90m3.94[39m[90m; System: [39m[90m0.22[39m[90m)[39m
[90m[2020-06-29 03:54:59[1m FUN[22m] [39mRunning grid line #38 of 40...
[90m[2020-06-29 03:54:59[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:54:59[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:55:00[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 36 1
[36m[1m 0[22m[39m 13 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7347
[0m Specificity[0m 0.9231
[0mBalanced Accuracy[0m 0.8289
[0m PPV[0m 0.9730
[0m NPV[0m 0.4800
[0m F1[0m 0.8372
[0m Accuracy[0m 0.7742
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 1
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.4167
[0m PPV[0m 0.8333
[0m NPV[0m 0.0000
[0m F1[0m 0.8333
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:55:03[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:55:03[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:55:03[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:55:03[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:55:04[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.32[39m[90m; User: [39m[90m4.82[39m[90m; System: [39m[90m0.33[39m[90m)[39m
[90m[2020-06-29 03:55:04[1m FUN[22m] [39mRunning grid line #39 of 40...
[90m[2020-06-29 03:55:04[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:55:04[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:55:04[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 45 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5500
[0m PPV[0m 1.0000
[0m NPV[0m 0.2241
[0m F1[0m 0.1818
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 5 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.1667
[0m F1[0m NA
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:55:07[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:55:07[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:55:07[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:55:08[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:55:09[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.94[39m[90m; User: [39m[90m6.50[39m[90m; System: [39m[90m0.31[39m[90m)[39m
[90m[2020-06-29 03:55:09[1m FUN[22m] [39mRunning grid line #40 of 40...
[90m[2020-06-29 03:55:09[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:55:09[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:55:09[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 0
[36m[1m 0[22m[39m 38 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2245
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6122
[0m PPV[0m 1.0000
[0m NPV[0m 0.2400
[0m F1[0m 0.3667
[0m Accuracy[0m 0.3770
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 6 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.2500
[0m F1[0m NA
[0m Accuracy[0m 0.2500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:55:12[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:55:12[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:55:12[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:55:12[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:55:12[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.36[39m[90m; User: [39m[90m4.35[39m[90m; System: [39m[90m0.22[39m[90m)[39m
[90m[2020-06-29 03:55:19[1m FUN[22m] [39mRunning grid line #1 of 40...
[90m[2020-06-29 03:55:19[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:55:19[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:55:20[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:55:23[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:55:24[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:55:24[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:55:26[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:55:27[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.64[39m[90m; User: [39m[90m12.63[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 03:55:27[1m FUN[22m] [39mRunning grid line #2 of 40...
[90m[2020-06-29 03:55:27[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:55:27[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:55:27[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 4 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9200
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9600
[0m PPV[0m 1.0000
[0m NPV[0m 0.7778
[0m F1[0m 0.9583
[0m Accuracy[0m 0.9375
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:55:31[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:55:32[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:55:32[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:55:34[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:55:35[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.98[39m[90m; User: [39m[90m13.08[39m[90m; System: [39m[90m0.55[39m[90m)[39m
[90m[2020-06-29 03:55:35[1m FUN[22m] [39mRunning grid line #3 of 40...
[90m[2020-06-29 03:55:35[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:55:35[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:55:35[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 44 0
[36m[1m 0[22m[39m 5 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8980
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9490
[0m PPV[0m 1.0000
[0m NPV[0m 0.7222
[0m F1[0m 0.9462
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 1
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.8333
[0m NPV[0m 0.5000
[0m F1[0m 0.8333
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:55:39[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:55:39[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:55:40[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:55:41[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:55:42[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.24[39m[90m; User: [39m[90m11.78[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 03:55:42[1m FUN[22m] [39mRunning grid line #4 of 40...
[90m[2020-06-29 03:55:42[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:55:42[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:55:43[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 3 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9700
[0m PPV[0m 1.0000
[0m NPV[0m 0.8235
[0m F1[0m 0.9691
[0m Accuracy[0m 0.9531
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 1
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.8333
[0m NPV[0m NA
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:55:46[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:55:47[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:55:47[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:55:48[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:55:49[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m6.92[39m[90m; User: [39m[90m11.19[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 03:55:49[1m FUN[22m] [39mRunning grid line #5 of 40...
[90m[2020-06-29 03:55:49[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:55:49[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:55:50[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 44 0
[36m[1m 0[22m[39m 5 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8980
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9490
[0m PPV[0m 1.0000
[0m NPV[0m 0.7222
[0m F1[0m 0.9462
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 1.0000
[0m NPV[0m 0.6667
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:55:53[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:55:54[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:55:54[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:55:56[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:55:57[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.67[39m[90m; User: [39m[90m12.67[39m[90m; System: [39m[90m0.47[39m[90m)[39m
[90m[2020-06-29 03:55:57[1m FUN[22m] [39mRunning grid line #6 of 40...
[90m[2020-06-29 03:55:57[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:55:57[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:55:58[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 3 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9700
[0m PPV[0m 1.0000
[0m NPV[0m 0.8235
[0m F1[0m 0.9691
[0m Accuracy[0m 0.9531
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:56:01[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:56:02[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:56:02[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:56:03[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:56:05[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.38[39m[90m; User: [39m[90m12.19[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 03:56:05[1m FUN[22m] [39mRunning grid line #7 of 40...
[90m[2020-06-29 03:56:05[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:56:05[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:56:05[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 4 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9200
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9600
[0m PPV[0m 1.0000
[0m NPV[0m 0.7778
[0m F1[0m 0.9583
[0m Accuracy[0m 0.9375
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.4000
[0m PPV[0m 0.8000
[0m NPV[0m 0.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:56:09[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:56:09[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:56:10[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:56:11[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:56:13[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.83[39m[90m; User: [39m[90m12.75[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 03:56:13[1m FUN[22m] [39mRunning grid line #8 of 40...
[90m[2020-06-29 03:56:13[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:56:13[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:56:13[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 3 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9694
[0m PPV[0m 1.0000
[0m NPV[0m 0.8125
[0m F1[0m 0.9684
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 1.0000
[0m NPV[0m 0.6667
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:56:17[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:56:17[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:56:17[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:56:20[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:56:21[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.44[39m[90m; User: [39m[90m14[39m[90m; System: [39m[90m0.48[39m[90m)[39m
[90m[2020-06-29 03:56:21[1m FUN[22m] [39mRunning grid line #9 of 40...
[90m[2020-06-29 03:56:21[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:56:21[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:56:21[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 3 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9700
[0m PPV[0m 1.0000
[0m NPV[0m 0.8235
[0m F1[0m 0.9691
[0m Accuracy[0m 0.9531
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 3 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7000
[0m PPV[0m 1.0000
[0m NPV[0m 0.2500
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:56:25[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:56:25[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:56:25[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:56:27[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:56:28[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m6.97[39m[90m; User: [39m[90m11.14[39m[90m; System: [39m[90m0.29[39m[90m)[39m
[90m[2020-06-29 03:56:28[1m FUN[22m] [39mRunning grid line #10 of 40...
[90m[2020-06-29 03:56:28[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:56:28[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:56:29[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:56:33[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:56:33[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:56:33[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:56:36[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:56:37[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.22[39m[90m; User: [39m[90m15.27[39m[90m; System: [39m[90m0.45[39m[90m)[39m
[90m[2020-06-29 03:56:38[1m FUN[22m] [39mRunning grid line #11 of 40...
[90m[2020-06-29 03:56:38[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:56:38[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:56:38[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:56:42[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:56:43[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:56:43[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:56:45[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:56:47[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.28[39m[90m; User: [39m[90m15.61[39m[90m; System: [39m[90m0.59[39m[90m)[39m
[90m[2020-06-29 03:56:47[1m FUN[22m] [39mRunning grid line #12 of 40...
[90m[2020-06-29 03:56:47[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:56:47[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:56:47[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 4 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9200
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9600
[0m PPV[0m 1.0000
[0m NPV[0m 0.7778
[0m F1[0m 0.9583
[0m Accuracy[0m 0.9375
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:56:51[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:56:51[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:56:51[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:56:53[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:56:54[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.38[39m[90m; User: [39m[90m11.93[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 03:56:54[1m FUN[22m] [39mRunning grid line #13 of 40...
[90m[2020-06-29 03:56:54[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:56:54[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:56:55[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 2 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9592
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9796
[0m PPV[0m 1.0000
[0m NPV[0m 0.8667
[0m F1[0m 0.9792
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 1
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:56:59[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:56:59[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:56:59[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:57:01[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:57:02[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.96[39m[90m; User: [39m[90m13.10[39m[90m; System: [39m[90m0.30[39m[90m)[39m
[90m[2020-06-29 03:57:02[1m FUN[22m] [39mRunning grid line #14 of 40...
[90m[2020-06-29 03:57:03[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:57:03[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:57:03[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 3 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9700
[0m PPV[0m 1.0000
[0m NPV[0m 0.8235
[0m F1[0m 0.9691
[0m Accuracy[0m 0.9531
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 1
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.8333
[0m NPV[0m NA
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:57:07[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:57:07[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:57:07[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:57:09[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:57:10[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.72[39m[90m; User: [39m[90m12.73[39m[90m; System: [39m[90m0.40[39m[90m)[39m
[90m[2020-06-29 03:57:10[1m FUN[22m] [39mRunning grid line #15 of 40...
[90m[2020-06-29 03:57:10[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:57:10[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:57:11[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 44 0
[36m[1m 0[22m[39m 5 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8980
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9490
[0m PPV[0m 1.0000
[0m NPV[0m 0.7222
[0m F1[0m 0.9462
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 1.0000
[0m NPV[0m 0.6667
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:57:14[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:57:15[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:57:15[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:57:16[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:57:18[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.36[39m[90m; User: [39m[90m12.13[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 03:57:18[1m FUN[22m] [39mRunning grid line #16 of 40...
[90m[2020-06-29 03:57:18[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:57:18[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:57:18[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 3 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9700
[0m PPV[0m 1.0000
[0m NPV[0m 0.8235
[0m F1[0m 0.9691
[0m Accuracy[0m 0.9531
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:57:22[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:57:22[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:57:22[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:57:24[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:57:25[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.45[39m[90m; User: [39m[90m11.92[39m[90m; System: [39m[90m0.46[39m[90m)[39m
[90m[2020-06-29 03:57:25[1m FUN[22m] [39mRunning grid line #17 of 40...
[90m[2020-06-29 03:57:25[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:57:25[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:57:26[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 3 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9700
[0m PPV[0m 1.0000
[0m NPV[0m 0.8235
[0m F1[0m 0.9691
[0m Accuracy[0m 0.9531
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.4000
[0m PPV[0m 0.8000
[0m NPV[0m 0.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:57:30[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:57:31[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:57:31[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:57:33[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:57:35[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.28[39m[90m; User: [39m[90m15.72[39m[90m; System: [39m[90m0.47[39m[90m)[39m
[90m[2020-06-29 03:57:35[1m FUN[22m] [39mRunning grid line #18 of 40...
[90m[2020-06-29 03:57:35[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:57:35[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:57:35[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 43 0
[36m[1m 0[22m[39m 6 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8776
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9388
[0m PPV[0m 1.0000
[0m NPV[0m 0.6842
[0m F1[0m 0.9348
[0m Accuracy[0m 0.9032
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 1.0000
[0m NPV[0m 0.6667
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:57:39[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:57:39[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:57:39[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:57:41[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:57:42[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.33[39m[90m; User: [39m[90m11.89[39m[90m; System: [39m[90m0.38[39m[90m)[39m
[90m[2020-06-29 03:57:42[1m FUN[22m] [39mRunning grid line #19 of 40...
[90m[2020-06-29 03:57:42[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:57:42[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:57:42[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 3 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9700
[0m PPV[0m 1.0000
[0m NPV[0m 0.8235
[0m F1[0m 0.9691
[0m Accuracy[0m 0.9531
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 3 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7000
[0m PPV[0m 1.0000
[0m NPV[0m 0.2500
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:57:46[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:57:47[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:57:47[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:57:48[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:57:49[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.90[39m[90m; User: [39m[90m11[39m[90m; System: [39m[90m0.31[39m[90m)[39m
[90m[2020-06-29 03:57:49[1m FUN[22m] [39mRunning grid line #20 of 40...
[90m[2020-06-29 03:57:49[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:57:49[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:57:50[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:57:54[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:57:55[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:57:55[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:57:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:57:59[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.50[39m[90m; User: [39m[90m16.02[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 03:57:59[1m FUN[22m] [39mRunning grid line #21 of 40...
[90m[2020-06-29 03:57:59[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:57:59[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:57:59[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 3 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9694
[0m PPV[0m 1.0000
[0m NPV[0m 0.8125
[0m F1[0m 0.9684
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:58:02[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:58:03[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:58:03[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:58:04[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:58:05[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m5.90[39m[90m; User: [39m[90m9.22[39m[90m; System: [39m[90m0.40[39m[90m)[39m
[90m[2020-06-29 03:58:05[1m FUN[22m] [39mRunning grid line #22 of 40...
[90m[2020-06-29 03:58:05[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:58:05[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:58:05[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 3 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9700
[0m PPV[0m 1.0000
[0m NPV[0m 0.8235
[0m F1[0m 0.9691
[0m Accuracy[0m 0.9531
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:58:08[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:58:08[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:58:09[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:58:09[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:58:10[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m5.09[39m[90m; User: [39m[90m7.61[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 03:58:10[1m FUN[22m] [39mRunning grid line #23 of 40...
[90m[2020-06-29 03:58:10[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:58:10[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:58:10[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 2 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9592
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9796
[0m PPV[0m 1.0000
[0m NPV[0m 0.8667
[0m F1[0m 0.9792
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 1
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:58:13[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:58:13[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:58:13[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:58:14[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:58:15[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.90[39m[90m; User: [39m[90m7.14[39m[90m; System: [39m[90m0.24[39m[90m)[39m
[90m[2020-06-29 03:58:15[1m FUN[22m] [39mRunning grid line #24 of 40...
[90m[2020-06-29 03:58:15[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:58:15[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:58:15[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 3 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9700
[0m PPV[0m 1.0000
[0m NPV[0m 0.8235
[0m F1[0m 0.9691
[0m Accuracy[0m 0.9531
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 1
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.8333
[0m NPV[0m NA
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:58:19[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:58:19[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:58:19[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:58:20[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:58:21[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.55[39m[90m; User: [39m[90m8.67[39m[90m; System: [39m[90m0.22[39m[90m)[39m
[90m[2020-06-29 03:58:21[1m FUN[22m] [39mRunning grid line #25 of 40...
[90m[2020-06-29 03:58:21[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:58:21[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:58:21[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:58:25[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:58:25[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:58:25[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:58:27[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:58:28[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m6.97[39m[90m; User: [39m[90m11.17[39m[90m; System: [39m[90m0.33[39m[90m)[39m
[90m[2020-06-29 03:58:28[1m FUN[22m] [39mRunning grid line #26 of 40...
[90m[2020-06-29 03:58:28[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:58:28[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:58:28[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 50 0
[36m[1m 0[22m[39m 0 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.4000
[0m PPV[0m 0.8000
[0m NPV[0m 0.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:58:31[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:58:32[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:58:32[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:58:32[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:58:33[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.10[39m[90m; User: [39m[90m7.37[39m[90m; System: [39m[90m0.29[39m[90m)[39m
[90m[2020-06-29 03:58:33[1m FUN[22m] [39mRunning grid line #27 of 40...
[90m[2020-06-29 03:58:33[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:58:33[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:58:33[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 50 0
[36m[1m 0[22m[39m 0 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 1
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.8333
[0m NPV[0m NA
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:58:36[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:58:37[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:58:37[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:58:38[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:58:38[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.42[39m[90m; User: [39m[90m8.09[39m[90m; System: [39m[90m0.28[39m[90m)[39m
[90m[2020-06-29 03:58:38[1m FUN[22m] [39mRunning grid line #28 of 40...
[90m[2020-06-29 03:58:39[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:58:39[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:58:39[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 3 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9694
[0m PPV[0m 1.0000
[0m NPV[0m 0.8125
[0m F1[0m 0.9684
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:58:42[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:58:42[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:58:43[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:58:43[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:58:44[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m5.90[39m[90m; User: [39m[90m9.08[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 03:58:45[1m FUN[22m] [39mRunning grid line #29 of 40...
[90m[2020-06-29 03:58:45[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:58:45[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:58:45[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 49 0
[36m[1m 0[22m[39m 1 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9800
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9900
[0m PPV[0m 1.0000
[0m NPV[0m 0.9333
[0m F1[0m 0.9899
[0m Accuracy[0m 0.9844
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 3 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7000
[0m PPV[0m 1.0000
[0m NPV[0m 0.2500
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:58:48[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:58:48[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:58:48[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:58:49[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:58:50[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m5.09[39m[90m; User: [39m[90m7.75[39m[90m; System: [39m[90m0.28[39m[90m)[39m
[90m[2020-06-29 03:58:50[1m FUN[22m] [39mRunning grid line #30 of 40...
[90m[2020-06-29 03:58:50[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:58:50[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:58:50[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 40 0
[36m[1m 0[22m[39m 9 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8163
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9082
[0m PPV[0m 1.0000
[0m NPV[0m 0.5909
[0m F1[0m 0.8989
[0m Accuracy[0m 0.8548
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 1.0000
[0m NPV[0m 0.6667
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:58:53[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:58:53[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:58:53[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:58:54[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:58:54[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.53[39m[90m; User: [39m[90m6.53[39m[90m; System: [39m[90m0.21[39m[90m)[39m
[90m[2020-06-29 03:58:54[1m FUN[22m] [39mRunning grid line #31 of 40...
[90m[2020-06-29 03:58:54[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:58:54[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:58:55[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 15 0
[36m[1m 0[22m[39m 34 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3061
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6531
[0m PPV[0m 1.0000
[0m NPV[0m 0.2766
[0m F1[0m 0.4687
[0m Accuracy[0m 0.4516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 5 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 1.0000
[0m NPV[0m 0.2857
[0m F1[0m 0.2857
[0m Accuracy[0m 0.3750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:58:57[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:58:58[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:58:58[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:58:58[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:58:58[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.89[39m[90m; User: [39m[90m5.33[39m[90m; System: [39m[90m0.18[39m[90m)[39m
[90m[2020-06-29 03:58:58[1m FUN[22m] [39mRunning grid line #32 of 40...
[90m[2020-06-29 03:58:58[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:58:58[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:58:59[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 9 0
[36m[1m 0[22m[39m 41 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1800
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5900
[0m PPV[0m 1.0000
[0m NPV[0m 0.2545
[0m F1[0m 0.3051
[0m Accuracy[0m 0.3594
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 4 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6000
[0m PPV[0m 1.0000
[0m NPV[0m 0.2000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:59:01[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:59:01[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:59:01[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:59:01[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:59:02[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.32[39m[90m; User: [39m[90m4.08[39m[90m; System: [39m[90m0.25[39m[90m)[39m
[90m[2020-06-29 03:59:02[1m FUN[22m] [39mRunning grid line #33 of 40...
[90m[2020-06-29 03:59:02[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:59:02[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:59:02[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 48 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0204
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5102
[0m PPV[0m 1.0000
[0m NPV[0m 0.2131
[0m F1[0m 0.0400
[0m Accuracy[0m 0.2258
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 6 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.2500
[0m F1[0m NA
[0m Accuracy[0m 0.2500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:59:04[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:59:05[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:59:05[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:59:05[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:59:05[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.05[39m[90m minutes ([39m[90mReal: [39m[90m3.15[39m[90m; User: [39m[90m3.78[39m[90m; System: [39m[90m0.28[39m[90m)[39m
[90m[2020-06-29 03:59:05[1m FUN[22m] [39mRunning grid line #34 of 40...
[90m[2020-06-29 03:59:05[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:59:05[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:59:05[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 7 0
[36m[1m 0[22m[39m 43 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5700
[0m PPV[0m 1.0000
[0m NPV[0m 0.2456
[0m F1[0m 0.2456
[0m Accuracy[0m 0.3281
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 4 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6000
[0m PPV[0m 1.0000
[0m NPV[0m 0.2000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:59:08[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:59:08[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:59:08[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:59:08[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:59:08[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.05[39m[90m minutes ([39m[90mReal: [39m[90m3.27[39m[90m; User: [39m[90m4.06[39m[90m; System: [39m[90m0.26[39m[90m)[39m
[90m[2020-06-29 03:59:08[1m FUN[22m] [39mRunning grid line #35 of 40...
[90m[2020-06-29 03:59:08[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:59:09[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:59:09[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 9 0
[36m[1m 0[22m[39m 40 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1837
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5918
[0m PPV[0m 1.0000
[0m NPV[0m 0.2453
[0m F1[0m 0.3103
[0m Accuracy[0m 0.3548
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 5 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 1.0000
[0m NPV[0m 0.2857
[0m F1[0m 0.2857
[0m Accuracy[0m 0.3750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:59:11[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:59:11[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:59:11[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:59:12[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:59:12[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.05[39m[90m minutes ([39m[90mReal: [39m[90m3.24[39m[90m; User: [39m[90m4.04[39m[90m; System: [39m[90m0.26[39m[90m)[39m
[90m[2020-06-29 03:59:12[1m FUN[22m] [39mRunning grid line #36 of 40...
[90m[2020-06-29 03:59:12[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:59:12[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:59:12[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 14 0
[36m[1m 0[22m[39m 36 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2800
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6400
[0m PPV[0m 1.0000
[0m NPV[0m 0.2800
[0m F1[0m 0.4375
[0m Accuracy[0m 0.4375
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 3 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7000
[0m PPV[0m 1.0000
[0m NPV[0m 0.2500
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:59:14[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:59:15[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:59:15[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:59:15[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:59:15[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.05[39m[90m minutes ([39m[90mReal: [39m[90m3.16[39m[90m; User: [39m[90m3.95[39m[90m; System: [39m[90m0.20[39m[90m)[39m
[90m[2020-06-29 03:59:15[1m FUN[22m] [39mRunning grid line #37 of 40...
[90m[2020-06-29 03:59:15[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:59:15[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:59:15[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 15 0
[36m[1m 0[22m[39m 35 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6500
[0m PPV[0m 1.0000
[0m NPV[0m 0.2857
[0m F1[0m 0.4615
[0m Accuracy[0m 0.4531
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 1
[36m[1m 0[22m[39m 5 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.0000
[0m PPV[0m 0.0000
[0m NPV[0m 0.0000
[0m F1[0m NA
[0m Accuracy[0m 0.0000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:59:18[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:59:18[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:59:18[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:59:19[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:59:19[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.25[39m[90m; User: [39m[90m5.98[39m[90m; System: [39m[90m0.29[39m[90m)[39m
[90m[2020-06-29 03:59:19[1m FUN[22m] [39mRunning grid line #38 of 40...
[90m[2020-06-29 03:59:19[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:59:19[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:59:20[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 14 0
[36m[1m 0[22m[39m 35 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2857
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6429
[0m PPV[0m 1.0000
[0m NPV[0m 0.2708
[0m F1[0m 0.4444
[0m Accuracy[0m 0.4355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 4 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 1.0000
[0m NPV[0m 0.3333
[0m F1[0m 0.5000
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:59:22[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:59:22[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:59:23[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:59:23[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:59:23[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.78[39m[90m; User: [39m[90m4.99[39m[90m; System: [39m[90m0.23[39m[90m)[39m
[90m[2020-06-29 03:59:23[1m FUN[22m] [39mRunning grid line #39 of 40...
[90m[2020-06-29 03:59:23[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:59:23[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:59:24[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 45 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5500
[0m PPV[0m 1.0000
[0m NPV[0m 0.2373
[0m F1[0m 0.1818
[0m Accuracy[0m 0.2969
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 4 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6000
[0m PPV[0m 1.0000
[0m NPV[0m 0.2000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:59:26[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:59:26[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:59:26[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:59:27[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:59:27[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.49[39m[90m; User: [39m[90m4.53[39m[90m; System: [39m[90m0.25[39m[90m)[39m
[90m[2020-06-29 03:59:27[1m FUN[22m] [39mRunning grid line #40 of 40...
[90m[2020-06-29 03:59:27[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:59:27[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:59:27[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 45 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0816
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5408
[0m PPV[0m 1.0000
[0m NPV[0m 0.2241
[0m F1[0m 0.1509
[0m Accuracy[0m 0.2742
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 5 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 1.0000
[0m NPV[0m 0.2857
[0m F1[0m 0.2857
[0m Accuracy[0m 0.3750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:59:30[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:59:30[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:59:30[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:59:31[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:59:31[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.35[39m[90m; User: [39m[90m5.89[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 03:59:38[1m FUN[22m] [39mRunning grid line #1 of 40...
[90m[2020-06-29 03:59:39[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:59:39[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 03:59:39[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 3 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9694
[0m PPV[0m 1.0000
[0m NPV[0m 0.8000
[0m F1[0m 0.9684
[0m Accuracy[0m 0.9508
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.8000
[0m NPV[0m 0.3333
[0m F1[0m 0.7273
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:59:42[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:59:43[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:59:43[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:59:45[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:59:46[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.39[39m[90m; User: [39m[90m12.07[39m[90m; System: [39m[90m0.35[39m[90m)[39m
[90m[2020-06-29 03:59:46[1m FUN[22m] [39mRunning grid line #2 of 40...
[90m[2020-06-29 03:59:46[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:59:46[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 03:59:46[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 48 0
[36m[1m 0[22m[39m 2 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9600
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9800
[0m PPV[0m 1.0000
[0m NPV[0m 0.8667
[0m F1[0m 0.9796
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.4000
[0m PPV[0m 0.8000
[0m NPV[0m 0.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:59:50[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:59:51[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:59:51[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 03:59:53[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 03:59:54[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.86[39m[90m; User: [39m[90m12.79[39m[90m; System: [39m[90m0.40[39m[90m)[39m
[90m[2020-06-29 03:59:54[1m FUN[22m] [39mRunning grid line #3 of 40...
[90m[2020-06-29 03:59:54[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 03:59:54[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 03:59:54[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 3 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9694
[0m PPV[0m 1.0000
[0m NPV[0m 0.8125
[0m F1[0m 0.9684
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 03:59:58[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 03:59:59[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 03:59:59[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:00:01[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:00:02[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.11[39m[90m; User: [39m[90m13.58[39m[90m; System: [39m[90m0.38[39m[90m)[39m
[90m[2020-06-29 04:00:02[1m FUN[22m] [39mRunning grid line #4 of 40...
[90m[2020-06-29 04:00:02[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:00:02[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:00:03[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 4 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9200
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9600
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.9583
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:00:06[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:00:07[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:00:07[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:00:08[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:00:10[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.40[39m[90m; User: [39m[90m12.03[39m[90m; System: [39m[90m0.46[39m[90m)[39m
[90m[2020-06-29 04:00:10[1m FUN[22m] [39mRunning grid line #5 of 40...
[90m[2020-06-29 04:00:10[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:00:10[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:00:10[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:00:14[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:00:14[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:00:14[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:00:16[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:00:17[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.46[39m[90m; User: [39m[90m12.23[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 04:00:17[1m FUN[22m] [39mRunning grid line #6 of 40...
[90m[2020-06-29 04:00:17[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:00:17[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:00:18[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9200
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9600
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9583
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:00:22[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:00:22[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:00:22[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:00:25[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:00:26[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.82[39m[90m; User: [39m[90m14.86[39m[90m; System: [39m[90m0.69[39m[90m)[39m
[90m[2020-06-29 04:00:26[1m FUN[22m] [39mRunning grid line #7 of 40...
[90m[2020-06-29 04:00:26[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:00:26[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:00:27[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 5 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9500
[0m PPV[0m 1.0000
[0m NPV[0m 0.7059
[0m F1[0m 0.9474
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.6500
[0m PPV[0m 0.8000
[0m NPV[0m 0.5000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:00:30[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:00:31[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:00:31[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:00:32[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:00:34[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.42[39m[90m; User: [39m[90m12.01[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 04:00:34[1m FUN[22m] [39mRunning grid line #8 of 40...
[90m[2020-06-29 04:00:34[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:00:34[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:00:34[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 44 0
[36m[1m 0[22m[39m 5 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8980
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9490
[0m PPV[0m 1.0000
[0m NPV[0m 0.7222
[0m F1[0m 0.9462
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.3333
[0m F1[0m 0.8000
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:00:37[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:00:38[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:00:38[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:00:39[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:00:40[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6.12[39m[90m; User: [39m[90m9.61[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 04:00:40[1m FUN[22m] [39mRunning grid line #9 of 40...
[90m[2020-06-29 04:00:40[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:00:40[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:00:40[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 48 1
[36m[1m 0[22m[39m 2 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9600
[0m Specificity[0m 0.9231
[0mBalanced Accuracy[0m 0.9415
[0m PPV[0m 0.9796
[0m NPV[0m 0.8571
[0m F1[0m 0.9697
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:00:44[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:00:45[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:00:45[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:00:46[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:00:47[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.44[39m[90m; User: [39m[90m12.18[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 04:00:47[1m FUN[22m] [39mRunning grid line #10 of 40...
[90m[2020-06-29 04:00:48[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:00:48[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:00:48[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 3 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9694
[0m PPV[0m 1.0000
[0m NPV[0m 0.8000
[0m F1[0m 0.9684
[0m Accuracy[0m 0.9508
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:00:52[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:00:52[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:00:52[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:00:54[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:00:55[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.75[39m[90m; User: [39m[90m12.60[39m[90m; System: [39m[90m0.59[39m[90m)[39m
[90m[2020-06-29 04:00:55[1m FUN[22m] [39mRunning grid line #11 of 40...
[90m[2020-06-29 04:00:55[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:00:55[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:00:56[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 3 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9694
[0m PPV[0m 1.0000
[0m NPV[0m 0.8000
[0m F1[0m 0.9684
[0m Accuracy[0m 0.9508
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 1
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.8333
[0m NPV[0m 0.5000
[0m F1[0m 0.8333
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:00:59[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:00:59[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:00:59[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:01:01[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:01:02[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6.28[39m[90m; User: [39m[90m9.89[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 04:01:02[1m FUN[22m] [39mRunning grid line #12 of 40...
[90m[2020-06-29 04:01:02[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:01:02[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:01:02[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 48 0
[36m[1m 0[22m[39m 2 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9600
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9800
[0m PPV[0m 1.0000
[0m NPV[0m 0.8667
[0m F1[0m 0.9796
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.4000
[0m PPV[0m 0.8000
[0m NPV[0m 0.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:01:06[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:01:07[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:01:07[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:01:08[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:01:10[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.14[39m[90m; User: [39m[90m13.60[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 04:01:10[1m FUN[22m] [39mRunning grid line #13 of 40...
[90m[2020-06-29 04:01:10[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:01:10[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:01:10[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 44 0
[36m[1m 0[22m[39m 5 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8980
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9490
[0m PPV[0m 1.0000
[0m NPV[0m 0.7222
[0m F1[0m 0.9462
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:01:14[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:01:14[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:01:14[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:01:16[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:01:17[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.80[39m[90m; User: [39m[90m11.07[39m[90m; System: [39m[90m0.29[39m[90m)[39m
[90m[2020-06-29 04:01:17[1m FUN[22m] [39mRunning grid line #14 of 40...
[90m[2020-06-29 04:01:17[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:01:17[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:01:17[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 4 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9200
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9600
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.9583
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:01:21[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:01:22[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:01:22[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:01:24[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:01:26[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.21[39m[90m; User: [39m[90m15.70[39m[90m; System: [39m[90m0.35[39m[90m)[39m
[90m[2020-06-29 04:01:26[1m FUN[22m] [39mRunning grid line #15 of 40...
[90m[2020-06-29 04:01:26[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:01:26[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:01:27[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 44 0
[36m[1m 0[22m[39m 5 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8980
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9490
[0m PPV[0m 1.0000
[0m NPV[0m 0.7222
[0m F1[0m 0.9462
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:01:30[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:01:31[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:01:31[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:01:32[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:01:33[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.88[39m[90m; User: [39m[90m11.13[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 04:01:33[1m FUN[22m] [39mRunning grid line #16 of 40...
[90m[2020-06-29 04:01:33[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:01:33[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:01:33[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 3 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9700
[0m PPV[0m 1.0000
[0m NPV[0m 0.8125
[0m F1[0m 0.9691
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:01:37[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:01:38[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:01:38[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:01:40[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:01:41[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.19[39m[90m; User: [39m[90m13.86[39m[90m; System: [39m[90m0.37[39m[90m)[39m
[90m[2020-06-29 04:01:41[1m FUN[22m] [39mRunning grid line #17 of 40...
[90m[2020-06-29 04:01:41[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:01:42[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:01:42[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 5 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9500
[0m PPV[0m 1.0000
[0m NPV[0m 0.7059
[0m F1[0m 0.9474
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.6500
[0m PPV[0m 0.8000
[0m NPV[0m 0.5000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:01:45[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:01:46[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:01:46[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:01:48[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:01:49[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.34[39m[90m; User: [39m[90m11.94[39m[90m; System: [39m[90m0.33[39m[90m)[39m
[90m[2020-06-29 04:01:49[1m FUN[22m] [39mRunning grid line #18 of 40...
[90m[2020-06-29 04:01:49[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:01:49[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:01:49[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 45 0
[36m[1m 0[22m[39m 4 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9184
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9592
[0m PPV[0m 1.0000
[0m NPV[0m 0.7647
[0m F1[0m 0.9574
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.3333
[0m F1[0m 0.8000
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:01:53[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:01:54[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:01:54[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:01:56[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:01:57[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.31[39m[90m; User: [39m[90m13.73[39m[90m; System: [39m[90m0.28[39m[90m)[39m
[90m[2020-06-29 04:01:57[1m FUN[22m] [39mRunning grid line #19 of 40...
[90m[2020-06-29 04:01:57[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:01:57[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:01:58[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 3 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9700
[0m PPV[0m 1.0000
[0m NPV[0m 0.8125
[0m F1[0m 0.9691
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:02:02[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:02:03[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:02:03[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:02:05[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:02:07[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.38[39m[90m; User: [39m[90m16.05[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 04:02:07[1m FUN[22m] [39mRunning grid line #20 of 40...
[90m[2020-06-29 04:02:07[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:02:07[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:02:07[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 43 0
[36m[1m 0[22m[39m 6 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8776
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9388
[0m PPV[0m 1.0000
[0m NPV[0m 0.6667
[0m F1[0m 0.9348
[0m Accuracy[0m 0.9016
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:02:11[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:02:11[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:02:11[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:02:13[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:02:14[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.40[39m[90m; User: [39m[90m12.12[39m[90m; System: [39m[90m0.27[39m[90m)[39m
[90m[2020-06-29 04:02:14[1m FUN[22m] [39mRunning grid line #21 of 40...
[90m[2020-06-29 04:02:14[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:02:14[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:02:15[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 3 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9694
[0m PPV[0m 1.0000
[0m NPV[0m 0.8000
[0m F1[0m 0.9684
[0m Accuracy[0m 0.9508
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.8000
[0m NPV[0m 0.3333
[0m F1[0m 0.7273
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:02:18[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:02:18[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:02:18[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:02:19[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:02:21[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.72[39m[90m; User: [39m[90m9.84[39m[90m; System: [39m[90m0.33[39m[90m)[39m
[90m[2020-06-29 04:02:21[1m FUN[22m] [39mRunning grid line #22 of 40...
[90m[2020-06-29 04:02:21[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:02:21[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:02:22[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 48 0
[36m[1m 0[22m[39m 2 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9600
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9800
[0m PPV[0m 1.0000
[0m NPV[0m 0.8667
[0m F1[0m 0.9796
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.4000
[0m PPV[0m 0.8000
[0m NPV[0m 0.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:02:25[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:02:25[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:02:25[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:02:26[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:02:27[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.50[39m[90m; User: [39m[90m8.33[39m[90m; System: [39m[90m0.33[39m[90m)[39m
[90m[2020-06-29 04:02:27[1m FUN[22m] [39mRunning grid line #23 of 40...
[90m[2020-06-29 04:02:27[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:02:27[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:02:27[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 3 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9694
[0m PPV[0m 1.0000
[0m NPV[0m 0.8125
[0m F1[0m 0.9684
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:02:30[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:02:30[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:02:30[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:02:31[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:02:31[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.19[39m[90m; User: [39m[90m5.44[39m[90m; System: [39m[90m0.14[39m[90m)[39m
[90m[2020-06-29 04:02:31[1m FUN[22m] [39mRunning grid line #24 of 40...
[90m[2020-06-29 04:02:31[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:02:31[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:02:31[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 47 0
[36m[1m 0[22m[39m 3 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9700
[0m PPV[0m 1.0000
[0m NPV[0m 0.8000
[0m F1[0m 0.9691
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:02:35[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:02:36[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:02:36[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:02:37[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:02:38[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.04[39m[90m; User: [39m[90m11.30[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 04:02:38[1m FUN[22m] [39mRunning grid line #25 of 40...
[90m[2020-06-29 04:02:38[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:02:38[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:02:39[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 3 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9694
[0m PPV[0m 1.0000
[0m NPV[0m 0.8125
[0m F1[0m 0.9684
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:02:42[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:02:42[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:02:42[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:02:43[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:02:44[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.66[39m[90m; User: [39m[90m8.75[39m[90m; System: [39m[90m0.37[39m[90m)[39m
[90m[2020-06-29 04:02:44[1m FUN[22m] [39mRunning grid line #26 of 40...
[90m[2020-06-29 04:02:44[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:02:44[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:02:44[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 49 0
[36m[1m 0[22m[39m 1 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9800
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9900
[0m PPV[0m 1.0000
[0m NPV[0m 0.9286
[0m F1[0m 0.9899
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 1
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.8333
[0m NPV[0m NA
[0m F1[0m 0.9091
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:02:49[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:02:50[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:02:50[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:02:52[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:02:54[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.59[39m[90m; User: [39m[90m16.31[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 04:02:54[1m FUN[22m] [39mRunning grid line #27 of 40...
[90m[2020-06-29 04:02:54[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:02:54[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:02:54[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 4 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9200
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9600
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.9583
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:02:57[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:02:57[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:02:57[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:02:58[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:02:58[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.65[39m[90m; User: [39m[90m6.97[39m[90m; System: [39m[90m0.23[39m[90m)[39m
[90m[2020-06-29 04:02:58[1m FUN[22m] [39mRunning grid line #28 of 40...
[90m[2020-06-29 04:02:59[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:02:59[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:02:59[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 42 0
[36m[1m 0[22m[39m 7 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8571
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9286
[0m PPV[0m 1.0000
[0m NPV[0m 0.6500
[0m F1[0m 0.9231
[0m Accuracy[0m 0.8871
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 3 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.2500
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:03:02[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:03:02[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:03:02[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:03:03[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:03:03[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.67[39m[90m; User: [39m[90m6.72[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 04:03:03[1m FUN[22m] [39mRunning grid line #29 of 40...
[90m[2020-06-29 04:03:03[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:03:03[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:03:04[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 48 0
[36m[1m 0[22m[39m 2 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9600
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9800
[0m PPV[0m 1.0000
[0m NPV[0m 0.8667
[0m F1[0m 0.9796
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:03:08[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:03:08[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:03:08[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:03:10[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:03:11[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m8[39m[90m; User: [39m[90m13.39[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 04:03:11[1m FUN[22m] [39mRunning grid line #30 of 40...
[90m[2020-06-29 04:03:11[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:03:11[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:03:12[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 46 0
[36m[1m 0[22m[39m 3 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9388
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9694
[0m PPV[0m 1.0000
[0m NPV[0m 0.8000
[0m F1[0m 0.9684
[0m Accuracy[0m 0.9508
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:03:15[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:03:15[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:03:15[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:03:16[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:03:17[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.27[39m[90m; User: [39m[90m8.03[39m[90m; System: [39m[90m0.28[39m[90m)[39m
[90m[2020-06-29 04:03:17[1m FUN[22m] [39mRunning grid line #31 of 40...
[90m[2020-06-29 04:03:17[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:03:17[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:03:17[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 0
[36m[1m 0[22m[39m 38 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2245
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6122
[0m PPV[0m 1.0000
[0m NPV[0m 0.2400
[0m F1[0m 0.3667
[0m Accuracy[0m 0.3770
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 4 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 1.0000
[0m NPV[0m 0.3333
[0m F1[0m 0.5000
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:03:19[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:03:20[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:03:20[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:03:20[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:03:20[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.05[39m[90m minutes ([39m[90mReal: [39m[90m3.10[39m[90m; User: [39m[90m3.76[39m[90m; System: [39m[90m0.20[39m[90m)[39m
[90m[2020-06-29 04:03:20[1m FUN[22m] [39mRunning grid line #32 of 40...
[90m[2020-06-29 04:03:20[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:03:20[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:03:20[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 8 0
[36m[1m 0[22m[39m 42 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1600
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5800
[0m PPV[0m 1.0000
[0m NPV[0m 0.2364
[0m F1[0m 0.2759
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 4 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6000
[0m PPV[0m 1.0000
[0m NPV[0m 0.2000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:03:23[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:03:23[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:03:23[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:03:23[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:03:23[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.05[39m[90m minutes ([39m[90mReal: [39m[90m3.16[39m[90m; User: [39m[90m3.81[39m[90m; System: [39m[90m0.30[39m[90m)[39m
[90m[2020-06-29 04:03:23[1m FUN[22m] [39mRunning grid line #33 of 40...
[90m[2020-06-29 04:03:23[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:03:23[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:03:24[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 8 0
[36m[1m 0[22m[39m 41 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1633
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5816
[0m PPV[0m 1.0000
[0m NPV[0m 0.2407
[0m F1[0m 0.2807
[0m Accuracy[0m 0.3387
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 4 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 1.0000
[0m NPV[0m 0.2000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:03:26[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:03:26[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:03:26[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:03:27[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:03:27[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.67[39m[90m; User: [39m[90m4.83[39m[90m; System: [39m[90m0.33[39m[90m)[39m
[90m[2020-06-29 04:03:27[1m FUN[22m] [39mRunning grid line #34 of 40...
[90m[2020-06-29 04:03:27[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:03:27[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:03:27[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 0
[36m[1m 0[22m[39m 45 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5500
[0m PPV[0m 1.0000
[0m NPV[0m 0.2105
[0m F1[0m 0.1818
[0m Accuracy[0m 0.2742
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 4 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6000
[0m PPV[0m 1.0000
[0m NPV[0m 0.3333
[0m F1[0m 0.3333
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:03:30[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:03:30[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:03:30[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:03:30[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:03:30[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.05[39m[90m minutes ([39m[90mReal: [39m[90m3.02[39m[90m; User: [39m[90m3.60[39m[90m; System: [39m[90m0.23[39m[90m)[39m
[90m[2020-06-29 04:03:30[1m FUN[22m] [39mRunning grid line #35 of 40...
[90m[2020-06-29 04:03:30[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:03:30[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:03:30[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 7 0
[36m[1m 0[22m[39m 42 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1429
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5714
[0m PPV[0m 1.0000
[0m NPV[0m 0.2364
[0m F1[0m 0.2500
[0m Accuracy[0m 0.3226
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 6 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.1429
[0m F1[0m NA
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:03:33[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:03:33[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:03:33[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:03:33[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:03:34[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.58[39m[90m; User: [39m[90m4.89[39m[90m; System: [39m[90m0.24[39m[90m)[39m
[90m[2020-06-29 04:03:34[1m FUN[22m] [39mRunning grid line #36 of 40...
[90m[2020-06-29 04:03:34[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:03:34[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:03:34[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 17 0
[36m[1m 0[22m[39m 33 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3400
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6700
[0m PPV[0m 1.0000
[0m NPV[0m 0.2826
[0m F1[0m 0.5075
[0m Accuracy[0m 0.4762
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:03:37[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:03:37[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:03:37[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:03:37[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:03:38[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.11[39m[90m; User: [39m[90m5.78[39m[90m; System: [39m[90m0.20[39m[90m)[39m
[90m[2020-06-29 04:03:38[1m FUN[22m] [39mRunning grid line #37 of 40...
[90m[2020-06-29 04:03:38[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:03:38[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:03:38[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 15 0
[36m[1m 0[22m[39m 35 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6500
[0m PPV[0m 1.0000
[0m NPV[0m 0.2553
[0m F1[0m 0.4615
[0m Accuracy[0m 0.4355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 3 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7000
[0m PPV[0m 1.0000
[0m NPV[0m 0.4000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:03:41[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:03:41[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:03:41[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:03:41[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:03:41[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.05[39m[90m minutes ([39m[90mReal: [39m[90m3.20[39m[90m; User: [39m[90m3.98[39m[90m; System: [39m[90m0.18[39m[90m)[39m
[90m[2020-06-29 04:03:41[1m FUN[22m] [39mRunning grid line #38 of 40...
[90m[2020-06-29 04:03:41[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:03:41[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:03:42[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 0
[36m[1m 0[22m[39m 43 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1224
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5612
[0m PPV[0m 1.0000
[0m NPV[0m 0.2321
[0m F1[0m 0.2182
[0m Accuracy[0m 0.3065
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 6 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.1429
[0m F1[0m NA
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:03:44[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:03:45[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:03:45[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:03:45[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:03:46[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.51[39m[90m; User: [39m[90m6.50[39m[90m; System: [39m[90m0.33[39m[90m)[39m
[90m[2020-06-29 04:03:46[1m FUN[22m] [39mRunning grid line #39 of 40...
[90m[2020-06-29 04:03:46[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:03:46[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:03:46[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 14 0
[36m[1m 0[22m[39m 36 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2800
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6400
[0m PPV[0m 1.0000
[0m NPV[0m 0.2653
[0m F1[0m 0.4375
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 3 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7000
[0m PPV[0m 1.0000
[0m NPV[0m 0.2500
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:03:49[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:03:49[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:03:49[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:03:49[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:03:50[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m3.95[39m[90m; User: [39m[90m5.40[39m[90m; System: [39m[90m0.26[39m[90m)[39m
[90m[2020-06-29 04:03:50[1m FUN[22m] [39mRunning grid line #40 of 40...
[90m[2020-06-29 04:03:50[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:03:50[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:03:50[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 8 0
[36m[1m 0[22m[39m 41 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1633
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5816
[0m PPV[0m 1.0000
[0m NPV[0m 0.2264
[0m F1[0m 0.2807
[0m Accuracy[0m 0.3279
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 5 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 1.0000
[0m NPV[0m 0.2857
[0m F1[0m 0.2857
[0m Accuracy[0m 0.3750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:03:53[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:03:53[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:03:53[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:03:54[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:03:54[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.83[39m[90m; User: [39m[90m5.32[39m[90m; System: [39m[90m0.25[39m[90m)[39m
[90m[1m[[ [22m[39m[1melevate [36m[1mADDTREE[1m[39m[22m[90m[1m ]]
[22m[39m N repeats = [36m[1m1[22m[39m
N resamples = [36m[1m10[22m[39m
Resampler = [36m[1mkfold[22m[39m
Balanced Accuracy of 10 aggregated test sets in each repeat = [36m[1m0.86[22m[39m
[90m[2020-06-29 04:04:00[1m elevate[22m] [39m[90mRun completed in [39m[90m44.30[39m[90m minutes ([39m[90mReal: [39m[90m2658.14[39m[90m; User: [39m[90m4079.60[39m[90m; System: [39m[90m149.56[39m[90m)[39m
saveRDS(cases.viol.tree, "cases-viol-tree.rds")
cases.force.tree <- elevate(cases.force, mod = "addtree",
resampler = "kfold", n.resamples = 10,
grid.resample.rtset = rtset.resample("kfold", 10),
gamma = c(0.1, 0.5, 0.9, 1.3),
learning.rate = 0.001,
seed = 2020)
[90m[2020-06-29 04:04:07[1m elevate[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m77 x 39
[22m Training outcome: [1m77 x 1
[22m
[90m[2020-06-29 04:04:08[1m resLearn[22m] [39mTraining Additive Tree on 10 independent folds...
| | 0 % ~calculating [90m[2020-06-29 04:04:08[1m FUN[22m] [39mRunning grid line #1 of 40...
[90m[2020-06-29 04:04:08[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:04:08[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:04:08[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 26 5
[36m[1m 0[22m[39m 4 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8667
[0m Specificity[0m 0.8387
[0mBalanced Accuracy[0m 0.8527
[0m PPV[0m 0.8387
[0m NPV[0m 0.8667
[0m F1[0m 0.8525
[0m Accuracy[0m 0.8525
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 2
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:04:12[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:04:13[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:04:13[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:04:15[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:04:17[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.73[39m[90m; User: [39m[90m13.80[39m[90m; System: [39m[90m0.49[39m[90m)[39m
[90m[2020-06-29 04:04:17[1m FUN[22m] [39mRunning grid line #2 of 40...
[90m[2020-06-29 04:04:17[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:04:17[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:04:17[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 13
[36m[1m 0[22m[39m 2 19
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.5938
[0mBalanced Accuracy[0m 0.7646
[0m PPV[0m 0.6905
[0m NPV[0m 0.9048
[0m F1[0m 0.7945
[0m Accuracy[0m 0.7619
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6000
[0m NPV[0m 1.0000
[0m F1[0m 0.7500
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:04:21[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:04:21[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:04:22[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:04:24[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:04:25[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m8.05[39m[90m; User: [39m[90m12.81[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 04:04:25[1m FUN[22m] [39mRunning grid line #3 of 40...
[90m[2020-06-29 04:04:25[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:04:25[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 7
[36m[1m 0[22m[39m 3 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9032
[0m Specificity[0m 0.7742
[0mBalanced Accuracy[0m 0.8387
[0m PPV[0m 0.8000
[0m NPV[0m 0.8889
[0m F1[0m 0.8485
[0m Accuracy[0m 0.8387
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:04:30[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:04:30[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:04:30[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:04:33[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:04:35[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.23[39m[90m; User: [39m[90m17.26[39m[90m; System: [39m[90m0.55[39m[90m)[39m
[90m[2020-06-29 04:04:35[1m FUN[22m] [39mRunning grid line #4 of 40...
[90m[2020-06-29 04:04:35[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:04:35[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:04:35[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 10
[36m[1m 0[22m[39m 0 22
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6875
[0mBalanced Accuracy[0m 0.8438
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8387
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:04:39[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:04:39[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:04:39[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:04:41[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:04:42[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.48[39m[90m; User: [39m[90m10.24[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 04:04:42[1m FUN[22m] [39mRunning grid line #5 of 40...
[90m[2020-06-29 04:04:42[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:04:42[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 27 6
[36m[1m 0[22m[39m 4 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8710
[0m Specificity[0m 0.8065
[0mBalanced Accuracy[0m 0.8387
[0m PPV[0m 0.8182
[0m NPV[0m 0.8621
[0m F1[0m 0.8438
[0m Accuracy[0m 0.8387
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.6000
[0m NPV[0m 1.0000
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:04:46[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:04:46[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:04:46[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:04:48[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:04:50[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m8.03[39m[90m; User: [39m[90m13.34[39m[90m; System: [39m[90m0.40[39m[90m)[39m
[90m[2020-06-29 04:04:50[1m FUN[22m] [39mRunning grid line #6 of 40...
[90m[2020-06-29 04:04:50[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:04:50[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:04:50[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 3
[36m[1m 0[22m[39m 2 29
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.9062
[0mBalanced Accuracy[0m 0.9209
[0m PPV[0m 0.9062
[0m NPV[0m 0.9355
[0m F1[0m 0.9206
[0m Accuracy[0m 0.9206
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:04:55[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:04:56[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:04:56[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:04:59[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:05:00[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.41[39m[90m; User: [39m[90m17.69[39m[90m; System: [39m[90m0.58[39m[90m)[39m
[90m[2020-06-29 04:05:00[1m FUN[22m] [39mRunning grid line #7 of 40...
[90m[2020-06-29 04:05:00[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:05:00[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:05:01[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 27 7
[36m[1m 0[22m[39m 3 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9000
[0m Specificity[0m 0.7812
[0mBalanced Accuracy[0m 0.8406
[0m PPV[0m 0.7941
[0m NPV[0m 0.8929
[0m F1[0m 0.8438
[0m Accuracy[0m 0.8387
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:05:05[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:05:05[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:05:05[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:05:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:05:09[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.36[39m[90m; User: [39m[90m13.83[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 04:05:09[1m FUN[22m] [39mRunning grid line #8 of 40...
[90m[2020-06-29 04:05:09[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:05:09[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 7
[36m[1m 0[22m[39m 2 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.7742
[0mBalanced Accuracy[0m 0.8548
[0m PPV[0m 0.8056
[0m NPV[0m 0.9231
[0m F1[0m 0.8657
[0m Accuracy[0m 0.8548
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.8000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:05:13[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:05:14[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:05:14[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:05:16[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:05:18[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.92[39m[90m; User: [39m[90m14.88[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 04:05:18[1m FUN[22m] [39mRunning grid line #9 of 40...
[90m[2020-06-29 04:05:18[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:05:18[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:05:18[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 24 5
[36m[1m 0[22m[39m 7 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7742
[0m Specificity[0m 0.8438
[0mBalanced Accuracy[0m 0.8090
[0m PPV[0m 0.8276
[0m NPV[0m 0.7941
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8095
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 1
[36m[1m 0[22m[39m 3 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.3333
[0m PPV[0m 0.0000
[0m NPV[0m 0.4000
[0m F1[0m NA
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:05:22[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:05:22[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:05:22[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:05:23[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:05:24[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6.21[39m[90m; User: [39m[90m9.39[39m[90m; System: [39m[90m0.40[39m[90m)[39m
[90m[2020-06-29 04:05:24[1m FUN[22m] [39mRunning grid line #10 of 40...
[90m[2020-06-29 04:05:24[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:05:24[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:05:25[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 27 3
[36m[1m 0[22m[39m 3 28
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9000
[0m Specificity[0m 0.9032
[0mBalanced Accuracy[0m 0.9016
[0m PPV[0m 0.9000
[0m NPV[0m 0.9032
[0m F1[0m 0.9000
[0m Accuracy[0m 0.9016
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 0.6667
[0m NPV[0m 0.6000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:05:29[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:05:29[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:05:29[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:05:32[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:05:33[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.04[39m[90m; User: [39m[90m14.80[39m[90m; System: [39m[90m0.66[39m[90m)[39m
[90m[2020-06-29 04:05:33[1m FUN[22m] [39mRunning grid line #11 of 40...
[90m[2020-06-29 04:05:33[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:05:33[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:05:34[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 5
[36m[1m 0[22m[39m 2 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9333
[0m Specificity[0m 0.8387
[0mBalanced Accuracy[0m 0.8860
[0m PPV[0m 0.8485
[0m NPV[0m 0.9286
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8852
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 3
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.2500
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 0.5714
[0m NPV[0m 1.0000
[0m F1[0m 0.7273
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:05:42[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:05:44[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:05:44[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:06:29[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:06:39[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m1.09[39m[90m minutes ([39m[90mReal: [39m[90m65.41[39m[90m; User: [39m[90m123.02[39m[90m; System: [39m[90m3.79[39m[90m)[39m
[90m[2020-06-29 04:06:39[1m FUN[22m] [39mRunning grid line #12 of 40...
[90m[2020-06-29 04:06:39[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:06:39[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:06:39[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 0
[36m[1m 0[22m[39m 2 32
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9677
[0m PPV[0m 1.0000
[0m NPV[0m 0.9412
[0m F1[0m 0.9667
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6000
[0m NPV[0m 1.0000
[0m F1[0m 0.7500
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:06:45[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:06:46[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:06:46[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:06:49[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:06:52[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.59[39m[90m; User: [39m[90m21.97[39m[90m; System: [39m[90m0.46[39m[90m)[39m
[90m[2020-06-29 04:06:52[1m FUN[22m] [39mRunning grid line #13 of 40...
[90m[2020-06-29 04:06:52[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:06:52[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 3
[36m[1m 0[22m[39m 3 28
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9032
[0m Specificity[0m 0.9032
[0mBalanced Accuracy[0m 0.9032
[0m PPV[0m 0.9032
[0m NPV[0m 0.9032
[0m F1[0m 0.9032
[0m Accuracy[0m 0.9032
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:06:56[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:06:57[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:06:57[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:06:59[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:07:00[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.56[39m[90m; User: [39m[90m14.08[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 04:07:00[1m FUN[22m] [39mRunning grid line #14 of 40...
[90m[2020-06-29 04:07:00[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:07:00[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:07:01[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 1
[36m[1m 0[22m[39m 0 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9688
[0mBalanced Accuracy[0m 0.9844
[0m PPV[0m 0.9677
[0m NPV[0m 1.0000
[0m F1[0m 0.9836
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.6000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:07:06[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:07:06[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:07:07[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:07:09[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:07:11[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.19[39m[90m; User: [39m[90m19.41[39m[90m; System: [39m[90m0.61[39m[90m)[39m
[90m[2020-06-29 04:07:12[1m FUN[22m] [39mRunning grid line #15 of 40...
[90m[2020-06-29 04:07:12[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:07:12[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 27 4
[36m[1m 0[22m[39m 4 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8710
[0m Specificity[0m 0.8710
[0mBalanced Accuracy[0m 0.8710
[0m PPV[0m 0.8710
[0m NPV[0m 0.8710
[0m F1[0m 0.8710
[0m Accuracy[0m 0.8710
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:07:16[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:07:17[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:07:17[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:07:19[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:07:22[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.14[39m[90m; User: [39m[90m16.86[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 04:07:22[1m FUN[22m] [39mRunning grid line #16 of 40...
[90m[2020-06-29 04:07:22[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:07:22[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:07:22[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 1
[36m[1m 0[22m[39m 2 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.9688
[0mBalanced Accuracy[0m 0.9521
[0m PPV[0m 0.9667
[0m NPV[0m 0.9394
[0m F1[0m 0.9508
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:07:28[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:07:29[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:07:29[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:07:33[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:07:36[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.23[39m[90m minutes ([39m[90mReal: [39m[90m14[39m[90m; User: [39m[90m24.58[39m[90m; System: [39m[90m0.74[39m[90m)[39m
[90m[2020-06-29 04:07:36[1m FUN[22m] [39mRunning grid line #17 of 40...
[90m[2020-06-29 04:07:36[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:07:36[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:07:36[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 27 3
[36m[1m 0[22m[39m 3 29
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9000
[0m Specificity[0m 0.9062
[0mBalanced Accuracy[0m 0.9031
[0m PPV[0m 0.9000
[0m NPV[0m 0.9062
[0m F1[0m 0.9000
[0m Accuracy[0m 0.9032
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.6000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:07:41[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:07:42[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:07:43[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:07:45[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:07:48[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m11.73[39m[90m; User: [39m[90m20.58[39m[90m; System: [39m[90m0.57[39m[90m)[39m
[90m[2020-06-29 04:07:48[1m FUN[22m] [39mRunning grid line #18 of 40...
[90m[2020-06-29 04:07:48[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:07:48[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 1
[36m[1m 0[22m[39m 0 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9677
[0mBalanced Accuracy[0m 0.9839
[0m PPV[0m 0.9688
[0m NPV[0m 1.0000
[0m F1[0m 0.9841
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:07:55[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:07:56[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:07:56[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:08:01[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:08:06[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.31[39m[90m minutes ([39m[90mReal: [39m[90m18.50[39m[90m; User: [39m[90m32.72[39m[90m; System: [39m[90m0.80[39m[90m)[39m
[90m[2020-06-29 04:08:06[1m FUN[22m] [39mRunning grid line #19 of 40...
[90m[2020-06-29 04:08:06[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:08:06[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:08:07[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 27 2
[36m[1m 0[22m[39m 4 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8710
[0m Specificity[0m 0.9375
[0mBalanced Accuracy[0m 0.9042
[0m PPV[0m 0.9310
[0m NPV[0m 0.8824
[0m F1[0m 0.9000
[0m Accuracy[0m 0.9048
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 1
[36m[1m 0[22m[39m 3 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.3333
[0m PPV[0m 0.0000
[0m NPV[0m 0.4000
[0m F1[0m NA
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:08:12[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:08:13[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:08:13[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:08:16[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:08:18[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m11.85[39m[90m; User: [39m[90m18.36[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 04:08:18[1m FUN[22m] [39mRunning grid line #20 of 40...
[90m[2020-06-29 04:08:18[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:08:18[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:08:19[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 27 1
[36m[1m 0[22m[39m 3 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9000
[0m Specificity[0m 0.9677
[0mBalanced Accuracy[0m 0.9339
[0m PPV[0m 0.9643
[0m NPV[0m 0.9091
[0m F1[0m 0.9310
[0m Accuracy[0m 0.9344
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.7500
[0m NPV[0m 0.7500
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:08:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:08:25[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:08:25[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:08:29[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:08:31[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.58[39m[90m; User: [39m[90m21.69[39m[90m; System: [39m[90m0.58[39m[90m)[39m
[90m[2020-06-29 04:08:31[1m FUN[22m] [39mRunning grid line #21 of 40...
[90m[2020-06-29 04:08:31[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:08:31[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:08:31[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 1
[36m[1m 0[22m[39m 2 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9333
[0m Specificity[0m 0.9677
[0mBalanced Accuracy[0m 0.9505
[0m PPV[0m 0.9655
[0m NPV[0m 0.9375
[0m F1[0m 0.9492
[0m Accuracy[0m 0.9508
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.7500
[0m NPV[0m 0.7500
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:08:37[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:08:38[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:08:38[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:08:40[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:08:42[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.64[39m[90m; User: [39m[90m17.51[39m[90m; System: [39m[90m0.57[39m[90m)[39m
[90m[2020-06-29 04:08:42[1m FUN[22m] [39mRunning grid line #22 of 40...
[90m[2020-06-29 04:08:42[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:08:42[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:08:42[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 2
[36m[1m 0[22m[39m 2 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.9375
[0mBalanced Accuracy[0m 0.9365
[0m PPV[0m 0.9355
[0m NPV[0m 0.9375
[0m F1[0m 0.9355
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6000
[0m NPV[0m 1.0000
[0m F1[0m 0.7500
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:08:47[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:08:48[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:08:48[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:08:50[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:08:52[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.34[39m[90m; User: [39m[90m17.27[39m[90m; System: [39m[90m0.45[39m[90m)[39m
[90m[2020-06-29 04:08:52[1m FUN[22m] [39mRunning grid line #23 of 40...
[90m[2020-06-29 04:08:52[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:08:53[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 3
[36m[1m 0[22m[39m 1 28
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 0.9032
[0mBalanced Accuracy[0m 0.9355
[0m PPV[0m 0.9091
[0m NPV[0m 0.9655
[0m F1[0m 0.9375
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:08:56[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:08:56[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:08:56[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:08:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:08:58[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.29[39m[90m; User: [39m[90m7.67[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 04:08:58[1m FUN[22m] [39mRunning grid line #24 of 40...
[90m[2020-06-29 04:08:58[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:08:58[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:08:58[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 1
[36m[1m 0[22m[39m 0 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9688
[0mBalanced Accuracy[0m 0.9844
[0m PPV[0m 0.9677
[0m NPV[0m 1.0000
[0m F1[0m 0.9836
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.6000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:09:02[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:09:03[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:09:03[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:09:05[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:09:06[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.50[39m[90m; User: [39m[90m13.86[39m[90m; System: [39m[90m0.52[39m[90m)[39m
[90m[2020-06-29 04:09:06[1m FUN[22m] [39mRunning grid line #25 of 40...
[90m[2020-06-29 04:09:06[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:09:07[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 3
[36m[1m 0[22m[39m 1 28
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 0.9032
[0mBalanced Accuracy[0m 0.9355
[0m PPV[0m 0.9091
[0m NPV[0m 0.9655
[0m F1[0m 0.9375
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:09:10[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:09:11[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:09:11[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:09:11[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:09:12[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6[39m[90m; User: [39m[90m9.13[39m[90m; System: [39m[90m0.31[39m[90m)[39m
[90m[2020-06-29 04:09:12[1m FUN[22m] [39mRunning grid line #26 of 40...
[90m[2020-06-29 04:09:12[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:09:13[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:09:13[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 1
[36m[1m 0[22m[39m 2 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.9688
[0mBalanced Accuracy[0m 0.9521
[0m PPV[0m 0.9667
[0m NPV[0m 0.9394
[0m F1[0m 0.9508
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:09:17[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:09:18[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:09:18[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:09:20[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:09:22[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.56[39m[90m; User: [39m[90m16.12[39m[90m; System: [39m[90m0.32[39m[90m)[39m
[90m[2020-06-29 04:09:22[1m FUN[22m] [39mRunning grid line #27 of 40...
[90m[2020-06-29 04:09:22[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:09:22[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:09:22[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 1
[36m[1m 0[22m[39m 1 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9667
[0m Specificity[0m 0.9688
[0mBalanced Accuracy[0m 0.9677
[0m PPV[0m 0.9667
[0m NPV[0m 0.9688
[0m F1[0m 0.9667
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.6000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:09:28[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:09:29[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:09:29[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:09:32[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:09:34[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m11.87[39m[90m; User: [39m[90m20.11[39m[90m; System: [39m[90m0.59[39m[90m)[39m
[90m[2020-06-29 04:09:34[1m FUN[22m] [39mRunning grid line #28 of 40...
[90m[2020-06-29 04:09:34[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:09:34[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 1
[36m[1m 0[22m[39m 0 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9677
[0mBalanced Accuracy[0m 0.9839
[0m PPV[0m 0.9688
[0m NPV[0m 1.0000
[0m F1[0m 0.9841
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.5000
[0m NPV[0m 0.6667
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:09:39[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:09:39[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:09:39[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:09:41[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:09:42[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.89[39m[90m; User: [39m[90m13.22[39m[90m; System: [39m[90m0.37[39m[90m)[39m
[90m[2020-06-29 04:09:42[1m FUN[22m] [39mRunning grid line #29 of 40...
[90m[2020-06-29 04:09:42[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:09:42[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:09:42[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 2
[36m[1m 0[22m[39m 1 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 0.9375
[0mBalanced Accuracy[0m 0.9526
[0m PPV[0m 0.9375
[0m NPV[0m 0.9677
[0m F1[0m 0.9524
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6667
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:09:46[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:09:47[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:09:47[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:09:48[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:09:49[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.13[39m[90m; User: [39m[90m11.34[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 04:09:49[1m FUN[22m] [39mRunning grid line #30 of 40...
[90m[2020-06-29 04:09:49[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:09:49[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:09:50[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 0
[36m[1m 0[22m[39m 2 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9667
[0m PPV[0m 1.0000
[0m NPV[0m 0.9394
[0m F1[0m 0.9655
[0m Accuracy[0m 0.9672
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 0.6667
[0m NPV[0m 0.6000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:09:54[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:09:55[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:09:55[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:09:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:09:59[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10[39m[90m; User: [39m[90m16.64[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 04:09:59[1m FUN[22m] [39mRunning grid line #31 of 40...
[90m[2020-06-29 04:09:59[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:09:59[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:10:00[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 14 20
[36m[1m 0[22m[39m 16 11
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4667
[0m Specificity[0m 0.3548
[0mBalanced Accuracy[0m 0.4108
[0m PPV[0m 0.4118
[0m NPV[0m 0.4074
[0m F1[0m 0.4375
[0m Accuracy[0m 0.4098
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 4
[36m[1m 0[22m[39m 4 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.0000
[0m PPV[0m 0.0000
[0m NPV[0m 0.0000
[0m F1[0m NA
[0m Accuracy[0m 0.0000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:10:03[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:10:03[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:10:03[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:10:03[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:10:03[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m3.97[39m[90m; User: [39m[90m5.11[39m[90m; System: [39m[90m0.24[39m[90m)[39m
[90m[2020-06-29 04:10:03[1m FUN[22m] [39mRunning grid line #32 of 40...
[90m[2020-06-29 04:10:04[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:10:04[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:10:04[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 15 26
[36m[1m 0[22m[39m 16 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4839
[0m Specificity[0m 0.1875
[0mBalanced Accuracy[0m 0.3357
[0m PPV[0m 0.3659
[0m NPV[0m 0.2727
[0m F1[0m 0.4167
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 1
[36m[1m 0[22m[39m 3 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.3333
[0m PPV[0m 0.0000
[0m NPV[0m 0.4000
[0m F1[0m NA
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:10:07[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:10:08[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:10:08[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:10:09[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:10:10[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.47[39m[90m; User: [39m[90m9.91[39m[90m; System: [39m[90m0.48[39m[90m)[39m
[90m[2020-06-29 04:10:10[1m FUN[22m] [39mRunning grid line #33 of 40...
[90m[2020-06-29 04:10:10[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:10:10[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 19 22
[36m[1m 0[22m[39m 12 9
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6129
[0m Specificity[0m 0.2903
[0mBalanced Accuracy[0m 0.4516
[0m PPV[0m 0.4634
[0m NPV[0m 0.4286
[0m F1[0m 0.5278
[0m Accuracy[0m 0.4516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.4167
[0m PPV[0m 0.3333
[0m NPV[0m 0.5000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:10:14[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:10:14[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:10:14[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:10:15[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:10:16[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6.20[39m[90m; User: [39m[90m9.54[39m[90m; System: [39m[90m0.40[39m[90m)[39m
[90m[2020-06-29 04:10:16[1m FUN[22m] [39mRunning grid line #34 of 40...
[90m[2020-06-29 04:10:16[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:10:16[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:10:17[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 28
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.1250
[0mBalanced Accuracy[0m 0.5625
[0m PPV[0m 0.5172
[0m NPV[0m 1.0000
[0m F1[0m 0.6818
[0m Accuracy[0m 0.5484
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 3
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5714
[0m NPV[0m NA
[0m F1[0m 0.7273
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:10:19[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:10:19[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:10:19[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:10:19[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:10:19[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.05[39m[90m minutes ([39m[90mReal: [39m[90m3[39m[90m; User: [39m[90m3.41[39m[90m; System: [39m[90m0.32[39m[90m)[39m
[90m[2020-06-29 04:10:19[1m FUN[22m] [39mRunning grid line #35 of 40...
[90m[2020-06-29 04:10:20[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:10:20[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 13 9
[36m[1m 0[22m[39m 18 22
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4194
[0m Specificity[0m 0.7097
[0mBalanced Accuracy[0m 0.5645
[0m PPV[0m 0.5909
[0m NPV[0m 0.5500
[0m F1[0m 0.4906
[0m Accuracy[0m 0.5645
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 2 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 1.0000
[0m NPV[0m 0.6667
[0m F1[0m 0.5000
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:10:23[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:10:24[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:10:24[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:10:25[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:10:26[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.40[39m[90m; User: [39m[90m9.67[39m[90m; System: [39m[90m0.30[39m[90m)[39m
[90m[2020-06-29 04:10:26[1m FUN[22m] [39mRunning grid line #36 of 40...
[90m[2020-06-29 04:10:26[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:10:26[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:10:26[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 15 19
[36m[1m 0[22m[39m 16 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4839
[0m Specificity[0m 0.4062
[0mBalanced Accuracy[0m 0.4451
[0m PPV[0m 0.4412
[0m NPV[0m 0.4483
[0m F1[0m 0.4615
[0m Accuracy[0m 0.4444
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.3333
[0m PPV[0m 0.3333
[0m NPV[0m 0.3333
[0m F1[0m 0.3333
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:10:30[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:10:30[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:10:30[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:10:31[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:10:32[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m5.85[39m[90m; User: [39m[90m8.55[39m[90m; System: [39m[90m0.30[39m[90m)[39m
[90m[2020-06-29 04:10:32[1m FUN[22m] [39mRunning grid line #37 of 40...
[90m[2020-06-29 04:10:32[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:10:32[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:10:32[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 9 27
[36m[1m 0[22m[39m 21 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3000
[0m Specificity[0m 0.1562
[0mBalanced Accuracy[0m 0.2281
[0m PPV[0m 0.2500
[0m NPV[0m 0.1923
[0m F1[0m 0.2727
[0m Accuracy[0m 0.2258
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 3
[36m[1m 0[22m[39m 3 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.1250
[0m PPV[0m 0.2500
[0m NPV[0m 0.0000
[0m F1[0m 0.2500
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:10:35[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:10:35[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:10:35[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:10:36[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:10:36[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.03[39m[90m; User: [39m[90m5.25[39m[90m; System: [39m[90m0.30[39m[90m)[39m
[90m[2020-06-29 04:10:36[1m FUN[22m] [39mRunning grid line #38 of 40...
[90m[2020-06-29 04:10:36[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:10:36[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 28
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0968
[0mBalanced Accuracy[0m 0.5484
[0m PPV[0m 0.5254
[0m NPV[0m 1.0000
[0m F1[0m 0.6889
[0m Accuracy[0m 0.5484
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 3
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.2500
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:10:39[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:10:40[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:10:40[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:10:40[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:10:41[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.73[39m[90m; User: [39m[90m6.52[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 04:10:41[1m FUN[22m] [39mRunning grid line #39 of 40...
[90m[2020-06-29 04:10:41[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:10:41[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:10:41[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 14 28
[36m[1m 0[22m[39m 17 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4516
[0m Specificity[0m 0.1250
[0mBalanced Accuracy[0m 0.2883
[0m PPV[0m 0.3333
[0m NPV[0m 0.1905
[0m F1[0m 0.3836
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6000
[0m NPV[0m 1.0000
[0m F1[0m 0.7500
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:10:45[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:10:45[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:10:45[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:10:45[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:10:46[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.95[39m[90m; User: [39m[90m6.92[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 04:10:46[1m FUN[22m] [39mRunning grid line #40 of 40...
[90m[2020-06-29 04:10:46[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:10:46[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:10:46[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 20
[36m[1m 0[22m[39m 18 11
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4000
[0m Specificity[0m 0.3548
[0mBalanced Accuracy[0m 0.3774
[0m PPV[0m 0.3750
[0m NPV[0m 0.3793
[0m F1[0m 0.3871
[0m Accuracy[0m 0.3770
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 0.6000
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:10:50[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:10:50[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:10:50[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:10:50[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:10:51[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.28[39m[90m; User: [39m[90m7.68[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 04:11:00[1m FUN[22m] [39mRunning grid line #1 of 40...
[90m[2020-06-29 04:11:00[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:11:00[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:11:00[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 5
[36m[1m 0[22m[39m 1 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9667
[0m Specificity[0m 0.8387
[0mBalanced Accuracy[0m 0.9027
[0m PPV[0m 0.8529
[0m NPV[0m 0.9630
[0m F1[0m 0.9062
[0m Accuracy[0m 0.9016
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 0.6000
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:11:05[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:11:06[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:11:06[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:11:09[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:11:11[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.22[39m[90m; User: [39m[90m19.11[39m[90m; System: [39m[90m0.64[39m[90m)[39m
[90m[2020-06-29 04:11:11[1m FUN[22m] [39mRunning grid line #2 of 40...
[90m[2020-06-29 04:11:11[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:11:11[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:11:12[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 27 3
[36m[1m 0[22m[39m 4 29
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8710
[0m Specificity[0m 0.9062
[0mBalanced Accuracy[0m 0.8886
[0m PPV[0m 0.9000
[0m NPV[0m 0.8788
[0m F1[0m 0.8852
[0m Accuracy[0m 0.8889
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:11:16[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:11:17[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:11:17[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:11:19[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:11:21[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m9.91[39m[90m; User: [39m[90m16.70[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 04:11:21[1m FUN[22m] [39mRunning grid line #3 of 40...
[90m[2020-06-29 04:11:21[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:11:21[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 23 4
[36m[1m 0[22m[39m 8 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7419
[0m Specificity[0m 0.8710
[0mBalanced Accuracy[0m 0.8065
[0m PPV[0m 0.8519
[0m NPV[0m 0.7714
[0m F1[0m 0.7931
[0m Accuracy[0m 0.8065
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.6000
[0m NPV[0m 1.0000
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:11:26[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:11:26[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:11:27[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:11:29[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:11:31[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.72[39m[90m; User: [39m[90m16.04[39m[90m; System: [39m[90m0.30[39m[90m)[39m
[90m[2020-06-29 04:11:31[1m FUN[22m] [39mRunning grid line #4 of 40...
[90m[2020-06-29 04:11:31[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:11:31[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:11:31[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 25 2
[36m[1m 0[22m[39m 5 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 0.9375
[0mBalanced Accuracy[0m 0.8854
[0m PPV[0m 0.9259
[0m NPV[0m 0.8571
[0m F1[0m 0.8772
[0m Accuracy[0m 0.8871
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:11:37[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:11:39[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:11:39[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:12:01[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:12:10[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.64[39m[90m minutes ([39m[90mReal: [39m[90m38.58[39m[90m; User: [39m[90m71.32[39m[90m; System: [39m[90m2.01[39m[90m)[39m
[90m[2020-06-29 04:12:10[1m FUN[22m] [39mRunning grid line #5 of 40...
[90m[2020-06-29 04:12:10[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:12:10[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 2
[36m[1m 0[22m[39m 3 29
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9032
[0m Specificity[0m 0.9355
[0mBalanced Accuracy[0m 0.9194
[0m PPV[0m 0.9333
[0m NPV[0m 0.9062
[0m F1[0m 0.9180
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:12:16[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:12:17[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:12:17[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:12:22[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:12:24[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.24[39m[90m minutes ([39m[90mReal: [39m[90m14.62[39m[90m; User: [39m[90m25.62[39m[90m; System: [39m[90m0.67[39m[90m)[39m
[90m[2020-06-29 04:12:24[1m FUN[22m] [39mRunning grid line #6 of 40...
[90m[2020-06-29 04:12:25[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:12:25[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:12:25[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 27 3
[36m[1m 0[22m[39m 4 29
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8710
[0m Specificity[0m 0.9062
[0mBalanced Accuracy[0m 0.8886
[0m PPV[0m 0.9000
[0m NPV[0m 0.8788
[0m F1[0m 0.8852
[0m Accuracy[0m 0.8889
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:12:29[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:12:30[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:12:30[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:12:33[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:12:35[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.08[39m[90m; User: [39m[90m16.60[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 04:12:35[1m FUN[22m] [39mRunning grid line #7 of 40...
[90m[2020-06-29 04:12:35[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:12:35[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:12:35[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 26 1
[36m[1m 0[22m[39m 4 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8667
[0m Specificity[0m 0.9688
[0mBalanced Accuracy[0m 0.9177
[0m PPV[0m 0.9630
[0m NPV[0m 0.8857
[0m F1[0m 0.9123
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 1
[36m[1m 0[22m[39m 4 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.3333
[0m PPV[0m 0.0000
[0m NPV[0m 0.3333
[0m F1[0m NA
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:12:40[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:12:41[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:12:41[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:12:47[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:12:50[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.25[39m[90m minutes ([39m[90mReal: [39m[90m15.26[39m[90m; User: [39m[90m26.97[39m[90m; System: [39m[90m0.70[39m[90m)[39m
[90m[2020-06-29 04:12:50[1m FUN[22m] [39mRunning grid line #8 of 40...
[90m[2020-06-29 04:12:50[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:12:50[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 6
[36m[1m 0[22m[39m 2 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.8065
[0mBalanced Accuracy[0m 0.8710
[0m PPV[0m 0.8286
[0m NPV[0m 0.9259
[0m F1[0m 0.8788
[0m Accuracy[0m 0.8710
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:12:55[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:12:56[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:12:56[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:12:58[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:13:00[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.70[39m[90m; User: [39m[90m15.90[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 04:13:00[1m FUN[22m] [39mRunning grid line #9 of 40...
[90m[2020-06-29 04:13:00[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:13:00[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:13:00[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 3
[36m[1m 0[22m[39m 3 29
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9032
[0m Specificity[0m 0.9062
[0mBalanced Accuracy[0m 0.9047
[0m PPV[0m 0.9032
[0m NPV[0m 0.9062
[0m F1[0m 0.9032
[0m Accuracy[0m 0.9048
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6667
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:13:04[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:13:05[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:13:05[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:13:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:13:08[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.86[39m[90m; User: [39m[90m12.46[39m[90m; System: [39m[90m0.49[39m[90m)[39m
[90m[2020-06-29 04:13:08[1m FUN[22m] [39mRunning grid line #10 of 40...
[90m[2020-06-29 04:13:08[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:13:08[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:13:08[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 27 3
[36m[1m 0[22m[39m 3 28
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9000
[0m Specificity[0m 0.9032
[0mBalanced Accuracy[0m 0.9016
[0m PPV[0m 0.9000
[0m NPV[0m 0.9032
[0m F1[0m 0.9000
[0m Accuracy[0m 0.9016
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.7500
[0m NPV[0m 0.7500
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:13:13[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:13:14[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:13:14[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:13:17[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:13:19[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.22[39m[90m; User: [39m[90m19.20[39m[90m; System: [39m[90m0.55[39m[90m)[39m
[90m[2020-06-29 04:13:19[1m FUN[22m] [39mRunning grid line #11 of 40...
[90m[2020-06-29 04:13:19[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:13:19[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:13:20[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 19 0
[36m[1m 0[22m[39m 11 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8167
[0m PPV[0m 1.0000
[0m NPV[0m 0.7381
[0m F1[0m 0.7755
[0m Accuracy[0m 0.8197
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.7500
[0m NPV[0m 0.7500
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:13:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:13:24[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:13:24[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:13:26[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:13:27[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.18[39m[90m; User: [39m[90m13.42[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 04:13:27[1m FUN[22m] [39mRunning grid line #12 of 40...
[90m[2020-06-29 04:13:28[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:13:28[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:13:28[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 3
[36m[1m 0[22m[39m 2 29
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.9062
[0mBalanced Accuracy[0m 0.9209
[0m PPV[0m 0.9062
[0m NPV[0m 0.9355
[0m F1[0m 0.9206
[0m Accuracy[0m 0.9206
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:13:33[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:13:34[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:13:34[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:13:37[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:13:40[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m12.19[39m[90m; User: [39m[90m20.95[39m[90m; System: [39m[90m0.52[39m[90m)[39m
[90m[2020-06-29 04:13:40[1m FUN[22m] [39mRunning grid line #13 of 40...
[90m[2020-06-29 04:13:40[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:13:40[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 20 4
[36m[1m 0[22m[39m 11 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6452
[0m Specificity[0m 0.8710
[0mBalanced Accuracy[0m 0.7581
[0m PPV[0m 0.8333
[0m NPV[0m 0.7105
[0m F1[0m 0.7273
[0m Accuracy[0m 0.7581
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.6000
[0m NPV[0m 1.0000
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:13:44[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:13:45[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:13:45[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:13:46[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:13:47[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.28[39m[90m; User: [39m[90m11.46[39m[90m; System: [39m[90m0.45[39m[90m)[39m
[90m[2020-06-29 04:13:47[1m FUN[22m] [39mRunning grid line #14 of 40...
[90m[2020-06-29 04:13:47[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:13:47[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:13:48[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 3
[36m[1m 0[22m[39m 0 29
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9062
[0mBalanced Accuracy[0m 0.9531
[0m PPV[0m 0.9091
[0m NPV[0m 1.0000
[0m F1[0m 0.9524
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:13:54[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:13:55[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:13:55[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:13:59[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:14:02[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.24[39m[90m minutes ([39m[90mReal: [39m[90m14.56[39m[90m; User: [39m[90m25.61[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 04:14:02[1m FUN[22m] [39mRunning grid line #15 of 40...
[90m[2020-06-29 04:14:02[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:14:02[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 1
[36m[1m 0[22m[39m 3 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9032
[0m Specificity[0m 0.9677
[0mBalanced Accuracy[0m 0.9355
[0m PPV[0m 0.9655
[0m NPV[0m 0.9091
[0m F1[0m 0.9333
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:14:09[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:14:11[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:14:11[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:14:15[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:14:19[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.28[39m[90m minutes ([39m[90mReal: [39m[90m16.75[39m[90m; User: [39m[90m30.24[39m[90m; System: [39m[90m0.51[39m[90m)[39m
[90m[2020-06-29 04:14:19[1m FUN[22m] [39mRunning grid line #16 of 40...
[90m[2020-06-29 04:14:19[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:14:19[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:14:19[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 2
[36m[1m 0[22m[39m 1 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 0.9375
[0mBalanced Accuracy[0m 0.9526
[0m PPV[0m 0.9375
[0m NPV[0m 0.9677
[0m F1[0m 0.9524
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6667
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:14:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:14:24[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:14:25[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:14:27[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:14:29[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.50[39m[90m; User: [39m[90m17.75[39m[90m; System: [39m[90m0.40[39m[90m)[39m
[90m[2020-06-29 04:14:29[1m FUN[22m] [39mRunning grid line #17 of 40...
[90m[2020-06-29 04:14:29[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:14:29[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:14:30[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 0
[36m[1m 0[22m[39m 1 32
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9833
[0m PPV[0m 1.0000
[0m NPV[0m 0.9697
[0m F1[0m 0.9831
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:14:35[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:14:37[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:14:37[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:14:40[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:14:43[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.22[39m[90m minutes ([39m[90mReal: [39m[90m13.33[39m[90m; User: [39m[90m22.89[39m[90m; System: [39m[90m0.64[39m[90m)[39m
[90m[2020-06-29 04:14:43[1m FUN[22m] [39mRunning grid line #18 of 40...
[90m[2020-06-29 04:14:43[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:14:43[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 4
[36m[1m 0[22m[39m 2 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.8710
[0mBalanced Accuracy[0m 0.9032
[0m PPV[0m 0.8788
[0m NPV[0m 0.9310
[0m F1[0m 0.9062
[0m Accuracy[0m 0.9032
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:14:47[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:14:48[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:14:48[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:14:50[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:14:52[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9[39m[90m; User: [39m[90m15.14[39m[90m; System: [39m[90m0.45[39m[90m)[39m
[90m[2020-06-29 04:14:52[1m FUN[22m] [39mRunning grid line #19 of 40...
[90m[2020-06-29 04:14:52[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:14:52[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:14:52[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 3
[36m[1m 0[22m[39m 1 29
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 0.9062
[0mBalanced Accuracy[0m 0.9370
[0m PPV[0m 0.9091
[0m NPV[0m 0.9667
[0m F1[0m 0.9375
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:14:57[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:14:57[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:14:57[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:14:59[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:15:01[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.47[39m[90m; User: [39m[90m15.52[39m[90m; System: [39m[90m0.61[39m[90m)[39m
[90m[2020-06-29 04:15:02[1m FUN[22m] [39mRunning grid line #20 of 40...
[90m[2020-06-29 04:15:02[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:15:02[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:15:02[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 2
[36m[1m 0[22m[39m 1 29
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9667
[0m Specificity[0m 0.9355
[0mBalanced Accuracy[0m 0.9511
[0m PPV[0m 0.9355
[0m NPV[0m 0.9667
[0m F1[0m 0.9508
[0m Accuracy[0m 0.9508
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:15:06[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:15:07[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:15:07[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:15:09[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:15:11[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.96[39m[90m; User: [39m[90m14.98[39m[90m; System: [39m[90m0.55[39m[90m)[39m
[90m[2020-06-29 04:15:11[1m FUN[22m] [39mRunning grid line #21 of 40...
[90m[2020-06-29 04:15:11[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:15:11[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:15:11[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 19 0
[36m[1m 0[22m[39m 11 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8167
[0m PPV[0m 1.0000
[0m NPV[0m 0.7381
[0m F1[0m 0.7755
[0m Accuracy[0m 0.8197
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.7500
[0m NPV[0m 0.7500
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:15:14[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:15:15[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:15:15[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:15:16[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:15:17[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6.14[39m[90m; User: [39m[90m9.61[39m[90m; System: [39m[90m0.26[39m[90m)[39m
[90m[2020-06-29 04:15:17[1m FUN[22m] [39mRunning grid line #22 of 40...
[90m[2020-06-29 04:15:17[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:15:17[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:15:17[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 4
[36m[1m 0[22m[39m 1 28
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 0.8750
[0mBalanced Accuracy[0m 0.9214
[0m PPV[0m 0.8824
[0m NPV[0m 0.9655
[0m F1[0m 0.9231
[0m Accuracy[0m 0.9206
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:15:21[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:15:22[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:15:22[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:15:23[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:15:24[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.03[39m[90m; User: [39m[90m11.08[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 04:15:24[1m FUN[22m] [39mRunning grid line #23 of 40...
[90m[2020-06-29 04:15:24[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:15:24[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 20 0
[36m[1m 0[22m[39m 11 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6452
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8226
[0m PPV[0m 1.0000
[0m NPV[0m 0.7381
[0m F1[0m 0.7843
[0m Accuracy[0m 0.8226
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.8000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:15:28[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:15:28[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:15:28[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:15:29[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:15:30[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6.28[39m[90m; User: [39m[90m9.42[39m[90m; System: [39m[90m0.30[39m[90m)[39m
[90m[2020-06-29 04:15:30[1m FUN[22m] [39mRunning grid line #24 of 40...
[90m[2020-06-29 04:15:30[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:15:31[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:15:31[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 27 1
[36m[1m 0[22m[39m 3 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9000
[0m Specificity[0m 0.9688
[0mBalanced Accuracy[0m 0.9344
[0m PPV[0m 0.9643
[0m NPV[0m 0.9118
[0m F1[0m 0.9310
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:15:35[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:15:36[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:15:36[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:15:38[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:15:40[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.25[39m[90m; User: [39m[90m15.55[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 04:15:40[1m FUN[22m] [39mRunning grid line #25 of 40...
[90m[2020-06-29 04:15:40[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:15:40[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 21 0
[36m[1m 0[22m[39m 10 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6774
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8387
[0m PPV[0m 1.0000
[0m NPV[0m 0.7561
[0m F1[0m 0.8077
[0m Accuracy[0m 0.8387
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.6667
[0m NPV[0m 0.7500
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:15:44[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:15:44[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:15:45[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:15:46[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:15:47[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.55[39m[90m; User: [39m[90m12.28[39m[90m; System: [39m[90m0.38[39m[90m)[39m
[90m[2020-06-29 04:15:47[1m FUN[22m] [39mRunning grid line #26 of 40...
[90m[2020-06-29 04:15:47[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:15:48[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:15:48[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 24 1
[36m[1m 0[22m[39m 7 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7742
[0m Specificity[0m 0.9688
[0mBalanced Accuracy[0m 0.8715
[0m PPV[0m 0.9600
[0m NPV[0m 0.8158
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8730
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 1
[36m[1m 0[22m[39m 3 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.3333
[0m PPV[0m 0.0000
[0m NPV[0m 0.4000
[0m F1[0m NA
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:15:52[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:15:53[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:15:53[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:15:54[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:15:56[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.34[39m[90m; User: [39m[90m13.78[39m[90m; System: [39m[90m0.47[39m[90m)[39m
[90m[2020-06-29 04:15:56[1m FUN[22m] [39mRunning grid line #27 of 40...
[90m[2020-06-29 04:15:56[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:15:56[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:15:56[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 1
[36m[1m 0[22m[39m 2 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9333
[0m Specificity[0m 0.9688
[0mBalanced Accuracy[0m 0.9510
[0m PPV[0m 0.9655
[0m NPV[0m 0.9394
[0m F1[0m 0.9492
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 3 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.2917
[0m PPV[0m 0.3333
[0m NPV[0m 0.2500
[0m F1[0m 0.2857
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:16:00[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:16:01[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:16:01[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:16:02[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:16:04[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.55[39m[90m; User: [39m[90m12.20[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 04:16:04[1m FUN[22m] [39mRunning grid line #28 of 40...
[90m[2020-06-29 04:16:04[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:16:04[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 5
[36m[1m 0[22m[39m 1 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 0.8387
[0mBalanced Accuracy[0m 0.9032
[0m PPV[0m 0.8571
[0m NPV[0m 0.9630
[0m F1[0m 0.9091
[0m Accuracy[0m 0.9032
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.6000
[0m NPV[0m 1.0000
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:16:07[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:16:07[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:16:07[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:16:08[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:16:09[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.23[39m[90m; User: [39m[90m7.31[39m[90m; System: [39m[90m0.25[39m[90m)[39m
[90m[2020-06-29 04:16:09[1m FUN[22m] [39mRunning grid line #29 of 40...
[90m[2020-06-29 04:16:09[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:16:09[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:16:09[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 0
[36m[1m 0[22m[39m 0 32
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:16:13[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:16:14[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:16:14[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:16:15[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:16:17[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.83[39m[90m; User: [39m[90m12.79[39m[90m; System: [39m[90m0.31[39m[90m)[39m
[90m[2020-06-29 04:16:17[1m FUN[22m] [39mRunning grid line #30 of 40...
[90m[2020-06-29 04:16:17[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:16:17[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:16:17[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 0
[36m[1m 0[22m[39m 1 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9833
[0m PPV[0m 1.0000
[0m NPV[0m 0.9688
[0m F1[0m 0.9831
[0m Accuracy[0m 0.9836
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:16:21[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:16:21[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:16:22[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:16:22[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:16:24[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.67[39m[90m; User: [39m[90m10.33[39m[90m; System: [39m[90m0.35[39m[90m)[39m
[90m[2020-06-29 04:16:24[1m FUN[22m] [39mRunning grid line #31 of 40...
[90m[2020-06-29 04:16:24[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:16:24[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:16:24[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 18
[36m[1m 0[22m[39m 20 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 0.4194
[0mBalanced Accuracy[0m 0.3763
[0m PPV[0m 0.3571
[0m NPV[0m 0.3939
[0m F1[0m 0.3448
[0m Accuracy[0m 0.3770
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 2
[36m[1m 0[22m[39m 4 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.2500
[0m PPV[0m 0.0000
[0m NPV[0m 0.3333
[0m F1[0m NA
[0m Accuracy[0m 0.2500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:16:27[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:16:27[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:16:27[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:16:27[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:16:28[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.07[39m[90m; User: [39m[90m5.36[39m[90m; System: [39m[90m0.29[39m[90m)[39m
[90m[2020-06-29 04:16:28[1m FUN[22m] [39mRunning grid line #32 of 40...
[90m[2020-06-29 04:16:28[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:16:28[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:16:28[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 6
[36m[1m 0[22m[39m 28 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0968
[0m Specificity[0m 0.8125
[0mBalanced Accuracy[0m 0.4546
[0m PPV[0m 0.3333
[0m NPV[0m 0.4815
[0m F1[0m 0.1500
[0m Accuracy[0m 0.4603
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 3 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.5000
[0m F1[0m NA
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:16:31[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:16:31[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:16:31[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:16:31[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:16:31[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.44[39m[90m; User: [39m[90m3.97[39m[90m; System: [39m[90m0.30[39m[90m)[39m
[90m[2020-06-29 04:16:31[1m FUN[22m] [39mRunning grid line #33 of 40...
[90m[2020-06-29 04:16:31[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:16:32[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 20 23
[36m[1m 0[22m[39m 11 8
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6452
[0m Specificity[0m 0.2581
[0mBalanced Accuracy[0m 0.4516
[0m PPV[0m 0.4651
[0m NPV[0m 0.4211
[0m F1[0m 0.5405
[0m Accuracy[0m 0.4516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.6667
[0m NPV[0m 0.7500
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:16:35[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:16:35[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:16:35[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:16:36[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:16:37[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.32[39m[90m; User: [39m[90m7.71[39m[90m; System: [39m[90m0.35[39m[90m)[39m
[90m[2020-06-29 04:16:37[1m FUN[22m] [39mRunning grid line #34 of 40...
[90m[2020-06-29 04:16:37[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:16:37[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:16:37[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 18 8
[36m[1m 0[22m[39m 12 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.6750
[0m PPV[0m 0.6923
[0m NPV[0m 0.6667
[0m F1[0m 0.6429
[0m Accuracy[0m 0.6774
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:16:40[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:16:41[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:16:41[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:16:41[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:16:42[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m5.03[39m[90m; User: [39m[90m7.08[39m[90m; System: [39m[90m0.47[39m[90m)[39m
[90m[2020-06-29 04:16:42[1m FUN[22m] [39mRunning grid line #35 of 40...
[90m[2020-06-29 04:16:42[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:16:42[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 7
[36m[1m 0[22m[39m 31 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.7742
[0mBalanced Accuracy[0m 0.3871
[0m PPV[0m 0.0000
[0m NPV[0m 0.4364
[0m F1[0m NA
[0m Accuracy[0m 0.3871
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 1
[36m[1m 0[22m[39m 3 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.3750
[0m PPV[0m 0.0000
[0m NPV[0m 0.5000
[0m F1[0m NA
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:16:45[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:16:45[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:16:45[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:16:46[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:16:46[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m3.93[39m[90m; User: [39m[90m5.41[39m[90m; System: [39m[90m0.28[39m[90m)[39m
[90m[2020-06-29 04:16:46[1m FUN[22m] [39mRunning grid line #36 of 40...
[90m[2020-06-29 04:16:46[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:16:46[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:16:46[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 11
[36m[1m 0[22m[39m 27 21
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1290
[0m Specificity[0m 0.6562
[0mBalanced Accuracy[0m 0.3926
[0m PPV[0m 0.2667
[0m NPV[0m 0.4375
[0m F1[0m 0.1739
[0m Accuracy[0m 0.3968
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:16:50[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:16:51[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:16:51[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:16:53[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:16:54[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.97[39m[90m; User: [39m[90m12.82[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 04:16:54[1m FUN[22m] [39mRunning grid line #37 of 40...
[90m[2020-06-29 04:16:54[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:16:54[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:16:55[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 13 15
[36m[1m 0[22m[39m 17 17
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4333
[0m Specificity[0m 0.5312
[0mBalanced Accuracy[0m 0.4823
[0m PPV[0m 0.4643
[0m NPV[0m 0.5000
[0m F1[0m 0.4483
[0m Accuracy[0m 0.4839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.4167
[0m PPV[0m 0.5000
[0m NPV[0m 0.3333
[0m F1[0m 0.5000
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:16:58[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:16:59[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:16:59[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:17:00[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:17:02[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.52[39m[90m; User: [39m[90m11.98[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 04:17:02[1m FUN[22m] [39mRunning grid line #38 of 40...
[90m[2020-06-29 04:17:02[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:17:02[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 15
[36m[1m 0[22m[39m 29 16
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0645
[0m Specificity[0m 0.5161
[0mBalanced Accuracy[0m 0.2903
[0m PPV[0m 0.1176
[0m NPV[0m 0.3556
[0m F1[0m 0.0833
[0m Accuracy[0m 0.2903
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 1
[36m[1m 0[22m[39m 3 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.3750
[0m PPV[0m 0.0000
[0m NPV[0m 0.5000
[0m F1[0m NA
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:17:05[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:17:05[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:17:05[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:17:06[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:17:06[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.14[39m[90m; User: [39m[90m5.64[39m[90m; System: [39m[90m0.33[39m[90m)[39m
[90m[2020-06-29 04:17:06[1m FUN[22m] [39mRunning grid line #39 of 40...
[90m[2020-06-29 04:17:06[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:17:06[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:17:06[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 12
[36m[1m 0[22m[39m 27 20
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1290
[0m Specificity[0m 0.6250
[0mBalanced Accuracy[0m 0.3770
[0m PPV[0m 0.2500
[0m NPV[0m 0.4255
[0m F1[0m 0.1702
[0m Accuracy[0m 0.3810
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6667
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:17:09[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:17:09[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:17:09[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:17:10[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:17:10[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.76[39m[90m; User: [39m[90m4.83[39m[90m; System: [39m[90m0.26[39m[90m)[39m
[90m[2020-06-29 04:17:10[1m FUN[22m] [39mRunning grid line #40 of 40...
[90m[2020-06-29 04:17:10[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:17:10[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:17:10[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 9 7
[36m[1m 0[22m[39m 21 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3000
[0m Specificity[0m 0.7742
[0mBalanced Accuracy[0m 0.5371
[0m PPV[0m 0.5625
[0m NPV[0m 0.5333
[0m F1[0m 0.3913
[0m Accuracy[0m 0.5410
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 0.6667
[0m NPV[0m 0.6000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:17:13[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:17:14[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:17:14[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:17:14[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:17:15[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.83[39m[90m; User: [39m[90m6.72[39m[90m; System: [39m[90m0.20[39m[90m)[39m
[90m[2020-06-29 04:17:27[1m FUN[22m] [39mRunning grid line #1 of 40...
[90m[2020-06-29 04:17:27[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:17:27[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:17:27[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 8
[36m[1m 0[22m[39m 0 23
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7419
[0mBalanced Accuracy[0m 0.8710
[0m PPV[0m 0.7895
[0m NPV[0m 1.0000
[0m F1[0m 0.8824
[0m Accuracy[0m 0.8689
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 0.6667
[0m NPV[0m 0.6000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:17:31[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:17:32[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:17:32[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:17:34[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:17:36[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.92[39m[90m; User: [39m[90m14.58[39m[90m; System: [39m[90m0.73[39m[90m)[39m
[90m[2020-06-29 04:17:36[1m FUN[22m] [39mRunning grid line #2 of 40...
[90m[2020-06-29 04:17:36[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:17:36[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:17:36[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 25 2
[36m[1m 0[22m[39m 6 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8065
[0m Specificity[0m 0.9375
[0mBalanced Accuracy[0m 0.8720
[0m PPV[0m 0.9259
[0m NPV[0m 0.8333
[0m F1[0m 0.8621
[0m Accuracy[0m 0.8730
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.4000
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:17:40[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:17:41[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:17:41[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:17:43[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:17:44[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.29[39m[90m; User: [39m[90m13.75[39m[90m; System: [39m[90m0.38[39m[90m)[39m
[90m[2020-06-29 04:17:44[1m FUN[22m] [39mRunning grid line #3 of 40...
[90m[2020-06-29 04:17:44[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:17:44[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 6
[36m[1m 0[22m[39m 2 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.8065
[0mBalanced Accuracy[0m 0.8710
[0m PPV[0m 0.8286
[0m NPV[0m 0.9259
[0m F1[0m 0.8788
[0m Accuracy[0m 0.8710
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.5000
[0m NPV[0m 0.6667
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:17:48[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:17:49[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:17:49[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:17:52[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:17:53[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.98[39m[90m; User: [39m[90m15.22[39m[90m; System: [39m[90m0.43[39m[90m)[39m
[90m[2020-06-29 04:17:53[1m FUN[22m] [39mRunning grid line #4 of 40...
[90m[2020-06-29 04:17:53[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:17:53[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:17:53[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 27 3
[36m[1m 0[22m[39m 3 29
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9000
[0m Specificity[0m 0.9062
[0mBalanced Accuracy[0m 0.9031
[0m PPV[0m 0.9000
[0m NPV[0m 0.9062
[0m F1[0m 0.9000
[0m Accuracy[0m 0.9032
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5417
[0m PPV[0m 0.6000
[0m NPV[0m 0.5000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:17:57[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:17:58[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:17:58[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:18:00[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:18:02[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.42[39m[90m; User: [39m[90m14[39m[90m; System: [39m[90m0.48[39m[90m)[39m
[90m[2020-06-29 04:18:02[1m FUN[22m] [39mRunning grid line #5 of 40...
[90m[2020-06-29 04:18:02[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:18:02[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 26 4
[36m[1m 0[22m[39m 5 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8387
[0m Specificity[0m 0.8710
[0mBalanced Accuracy[0m 0.8548
[0m PPV[0m 0.8667
[0m NPV[0m 0.8438
[0m F1[0m 0.8525
[0m Accuracy[0m 0.8548
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.6667
[0m NPV[0m 0.7500
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:18:06[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:18:07[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:18:07[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:18:09[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:18:11[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.10[39m[90m; User: [39m[90m15.17[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 04:18:11[1m FUN[22m] [39mRunning grid line #6 of 40...
[90m[2020-06-29 04:18:11[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:18:11[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:18:11[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 27 6
[36m[1m 0[22m[39m 4 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8710
[0m Specificity[0m 0.8125
[0mBalanced Accuracy[0m 0.8417
[0m PPV[0m 0.8182
[0m NPV[0m 0.8667
[0m F1[0m 0.8438
[0m Accuracy[0m 0.8413
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:18:16[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:18:16[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:18:16[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:18:19[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:18:20[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.55[39m[90m; User: [39m[90m15.97[39m[90m; System: [39m[90m0.35[39m[90m)[39m
[90m[2020-06-29 04:18:20[1m FUN[22m] [39mRunning grid line #7 of 40...
[90m[2020-06-29 04:18:20[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:18:21[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:18:21[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 27 5
[36m[1m 0[22m[39m 3 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9000
[0m Specificity[0m 0.8438
[0mBalanced Accuracy[0m 0.8719
[0m PPV[0m 0.8438
[0m NPV[0m 0.9000
[0m F1[0m 0.8710
[0m Accuracy[0m 0.8710
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:18:25[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:18:26[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:18:26[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:18:29[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:18:30[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.53[39m[90m; User: [39m[90m15.86[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 04:18:30[1m FUN[22m] [39mRunning grid line #8 of 40...
[90m[2020-06-29 04:18:30[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:18:30[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 5
[36m[1m 0[22m[39m 3 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9032
[0m Specificity[0m 0.8387
[0mBalanced Accuracy[0m 0.8710
[0m PPV[0m 0.8485
[0m NPV[0m 0.8966
[0m F1[0m 0.8750
[0m Accuracy[0m 0.8710
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.6667
[0m NPV[0m 0.7500
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:18:35[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:18:35[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:18:36[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:18:38[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:18:40[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.50[39m[90m; User: [39m[90m16.15[39m[90m; System: [39m[90m0.27[39m[90m)[39m
[90m[2020-06-29 04:18:40[1m FUN[22m] [39mRunning grid line #9 of 40...
[90m[2020-06-29 04:18:40[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:18:40[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:18:40[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 26 5
[36m[1m 0[22m[39m 5 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8387
[0m Specificity[0m 0.8438
[0mBalanced Accuracy[0m 0.8412
[0m PPV[0m 0.8387
[0m NPV[0m 0.8438
[0m F1[0m 0.8387
[0m Accuracy[0m 0.8413
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.4000
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:18:44[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:18:45[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:18:45[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:18:48[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:18:49[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.70[39m[90m; User: [39m[90m16.11[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 04:18:50[1m FUN[22m] [39mRunning grid line #10 of 40...
[90m[2020-06-29 04:18:50[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:18:50[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:18:50[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 26 5
[36m[1m 0[22m[39m 4 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8667
[0m Specificity[0m 0.8387
[0mBalanced Accuracy[0m 0.8527
[0m PPV[0m 0.8387
[0m NPV[0m 0.8667
[0m F1[0m 0.8525
[0m Accuracy[0m 0.8525
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.8000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:18:54[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:18:55[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:18:55[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:18:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:18:59[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.03[39m[90m; User: [39m[90m14.84[39m[90m; System: [39m[90m0.69[39m[90m)[39m
[90m[2020-06-29 04:18:59[1m FUN[22m] [39mRunning grid line #11 of 40...
[90m[2020-06-29 04:18:59[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:18:59[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:18:59[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 2
[36m[1m 0[22m[39m 0 29
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9355
[0mBalanced Accuracy[0m 0.9677
[0m PPV[0m 0.9375
[0m NPV[0m 1.0000
[0m F1[0m 0.9677
[0m Accuracy[0m 0.9672
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 2 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:19:03[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:19:04[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:19:04[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:19:06[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:19:08[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.76[39m[90m; User: [39m[90m14.55[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 04:19:08[1m FUN[22m] [39mRunning grid line #12 of 40...
[90m[2020-06-29 04:19:08[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:19:08[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:19:08[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 0
[36m[1m 0[22m[39m 2 32
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9677
[0m PPV[0m 1.0000
[0m NPV[0m 0.9412
[0m F1[0m 0.9667
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:19:13[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:19:14[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:19:14[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:19:17[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:19:20[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m11.98[39m[90m; User: [39m[90m20.86[39m[90m; System: [39m[90m0.45[39m[90m)[39m
[90m[2020-06-29 04:19:20[1m FUN[22m] [39mRunning grid line #13 of 40...
[90m[2020-06-29 04:19:20[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:19:20[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 2
[36m[1m 0[22m[39m 1 29
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 0.9355
[0mBalanced Accuracy[0m 0.9516
[0m PPV[0m 0.9375
[0m NPV[0m 0.9667
[0m F1[0m 0.9524
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 3
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.2500
[0mBalanced Accuracy[0m 0.4583
[0m PPV[0m 0.4000
[0m NPV[0m 0.5000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:19:25[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:19:26[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:19:27[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:19:30[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:19:32[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.64[39m[90m; User: [39m[90m21.93[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 04:19:32[1m FUN[22m] [39mRunning grid line #14 of 40...
[90m[2020-06-29 04:19:32[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:19:33[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:19:33[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 27 1
[36m[1m 0[22m[39m 3 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9000
[0m Specificity[0m 0.9688
[0mBalanced Accuracy[0m 0.9344
[0m PPV[0m 0.9643
[0m NPV[0m 0.9118
[0m F1[0m 0.9310
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5417
[0m PPV[0m 0.6000
[0m NPV[0m 0.5000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:19:37[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:19:38[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:19:38[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:19:40[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:19:42[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.60[39m[90m; User: [39m[90m16.11[39m[90m; System: [39m[90m0.47[39m[90m)[39m
[90m[2020-06-29 04:19:42[1m FUN[22m] [39mRunning grid line #15 of 40...
[90m[2020-06-29 04:19:42[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:19:42[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 1
[36m[1m 0[22m[39m 3 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9032
[0m Specificity[0m 0.9677
[0mBalanced Accuracy[0m 0.9355
[0m PPV[0m 0.9655
[0m NPV[0m 0.9091
[0m F1[0m 0.9333
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:19:48[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:19:49[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:19:49[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:19:52[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:19:54[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m12.18[39m[90m; User: [39m[90m20.99[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 04:19:54[1m FUN[22m] [39mRunning grid line #16 of 40...
[90m[2020-06-29 04:19:54[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:19:55[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:19:55[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 2
[36m[1m 0[22m[39m 1 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 0.9375
[0mBalanced Accuracy[0m 0.9526
[0m PPV[0m 0.9375
[0m NPV[0m 0.9677
[0m F1[0m 0.9524
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:20:00[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:20:01[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:20:01[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:20:04[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:20:07[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m12.21[39m[90m; User: [39m[90m20.34[39m[90m; System: [39m[90m0.56[39m[90m)[39m
[90m[2020-06-29 04:20:07[1m FUN[22m] [39mRunning grid line #17 of 40...
[90m[2020-06-29 04:20:07[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:20:07[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:20:07[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 27 3
[36m[1m 0[22m[39m 3 29
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9000
[0m Specificity[0m 0.9062
[0mBalanced Accuracy[0m 0.9031
[0m PPV[0m 0.9000
[0m NPV[0m 0.9062
[0m F1[0m 0.9000
[0m Accuracy[0m 0.9032
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:20:12[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:20:13[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:20:13[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:20:16[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:20:19[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m11.83[39m[90m; User: [39m[90m20.37[39m[90m; System: [39m[90m0.56[39m[90m)[39m
[90m[2020-06-29 04:20:19[1m FUN[22m] [39mRunning grid line #18 of 40...
[90m[2020-06-29 04:20:19[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:20:19[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 0
[36m[1m 0[22m[39m 3 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9032
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9516
[0m PPV[0m 1.0000
[0m NPV[0m 0.9118
[0m F1[0m 0.9492
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.6667
[0m NPV[0m 0.7500
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:20:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:20:25[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:20:25[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:20:29[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:20:31[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m12.25[39m[90m; User: [39m[90m21.22[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 04:20:31[1m FUN[22m] [39mRunning grid line #19 of 40...
[90m[2020-06-29 04:20:31[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:20:31[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:20:31[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 3
[36m[1m 0[22m[39m 1 29
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 0.9062
[0mBalanced Accuracy[0m 0.9370
[0m PPV[0m 0.9091
[0m NPV[0m 0.9667
[0m F1[0m 0.9375
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6667
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:20:37[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:20:38[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:20:38[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:20:41[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:20:44[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.44[39m[90m; User: [39m[90m21.53[39m[90m; System: [39m[90m0.67[39m[90m)[39m
[90m[2020-06-29 04:20:44[1m FUN[22m] [39mRunning grid line #20 of 40...
[90m[2020-06-29 04:20:44[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:20:44[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:20:44[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 0
[36m[1m 0[22m[39m 2 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9667
[0m PPV[0m 1.0000
[0m NPV[0m 0.9394
[0m F1[0m 0.9655
[0m Accuracy[0m 0.9672
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:20:49[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:20:50[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:20:50[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:20:53[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:20:56[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m12.07[39m[90m; User: [39m[90m21.01[39m[90m; System: [39m[90m0.52[39m[90m)[39m
[90m[2020-06-29 04:20:56[1m FUN[22m] [39mRunning grid line #21 of 40...
[90m[2020-06-29 04:20:56[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:20:56[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:20:56[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 2
[36m[1m 0[22m[39m 0 29
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9355
[0mBalanced Accuracy[0m 0.9677
[0m PPV[0m 0.9375
[0m NPV[0m 1.0000
[0m F1[0m 0.9677
[0m Accuracy[0m 0.9672
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 2 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:21:01[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:21:01[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:21:01[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:21:02[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:21:03[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.64[39m[90m; User: [39m[90m12.27[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 04:21:04[1m FUN[22m] [39mRunning grid line #22 of 40...
[90m[2020-06-29 04:21:04[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:21:04[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:21:04[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 0
[36m[1m 0[22m[39m 1 32
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9839
[0m PPV[0m 1.0000
[0m NPV[0m 0.9697
[0m F1[0m 0.9836
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:21:08[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:21:09[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:21:09[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:21:11[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:21:12[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.43[39m[90m; User: [39m[90m14.06[39m[90m; System: [39m[90m0.33[39m[90m)[39m
[90m[2020-06-29 04:21:12[1m FUN[22m] [39mRunning grid line #23 of 40...
[90m[2020-06-29 04:21:12[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:21:12[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 1
[36m[1m 0[22m[39m 1 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 0.9677
[0mBalanced Accuracy[0m 0.9677
[0m PPV[0m 0.9677
[0m NPV[0m 0.9677
[0m F1[0m 0.9677
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.5000
[0m NPV[0m 0.6667
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:21:16[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:21:17[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:21:17[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:21:18[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:21:20[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.66[39m[90m; User: [39m[90m12.24[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 04:21:20[1m FUN[22m] [39mRunning grid line #24 of 40...
[90m[2020-06-29 04:21:20[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:21:20[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:21:20[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 24 1
[36m[1m 0[22m[39m 6 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 0.9688
[0mBalanced Accuracy[0m 0.8844
[0m PPV[0m 0.9600
[0m NPV[0m 0.8378
[0m F1[0m 0.8727
[0m Accuracy[0m 0.8871
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 3
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.3750
[0m PPV[0m 0.5000
[0m NPV[0m 0.0000
[0m F1[0m 0.6000
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:21:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:21:24[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:21:25[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:21:26[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:21:27[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.03[39m[90m; User: [39m[90m11.11[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 04:21:27[1m FUN[22m] [39mRunning grid line #25 of 40...
[90m[2020-06-29 04:21:27[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:21:27[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 5
[36m[1m 0[22m[39m 2 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.8387
[0mBalanced Accuracy[0m 0.8871
[0m PPV[0m 0.8529
[0m NPV[0m 0.9286
[0m F1[0m 0.8923
[0m Accuracy[0m 0.8871
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:21:31[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:21:32[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:21:32[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:21:33[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:21:34[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.43[39m[90m; User: [39m[90m11.68[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 04:21:35[1m FUN[22m] [39mRunning grid line #26 of 40...
[90m[2020-06-29 04:21:35[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:21:35[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:21:35[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 0
[36m[1m 0[22m[39m 1 32
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9839
[0m PPV[0m 1.0000
[0m NPV[0m 0.9697
[0m F1[0m 0.9836
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.3333
[0m PPV[0m 0.3333
[0m NPV[0m 0.3333
[0m F1[0m 0.3333
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:21:39[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:21:40[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:21:40[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:21:42[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:21:43[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.56[39m[90m; User: [39m[90m14.14[39m[90m; System: [39m[90m0.26[39m[90m)[39m
[90m[2020-06-29 04:21:43[1m FUN[22m] [39mRunning grid line #27 of 40...
[90m[2020-06-29 04:21:43[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:21:43[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:21:44[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 0
[36m[1m 0[22m[39m 1 32
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9833
[0m PPV[0m 1.0000
[0m NPV[0m 0.9697
[0m F1[0m 0.9831
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:21:49[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:21:49[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:21:50[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:21:52[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:21:54[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.53[39m[90m; User: [39m[90m18.06[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 04:21:54[1m FUN[22m] [39mRunning grid line #28 of 40...
[90m[2020-06-29 04:21:54[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:21:54[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 0
[36m[1m 0[22m[39m 2 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9677
[0m PPV[0m 1.0000
[0m NPV[0m 0.9394
[0m F1[0m 0.9667
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.4167
[0m PPV[0m 0.3333
[0m NPV[0m 0.5000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:21:58[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:21:59[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:21:59[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:22:00[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:22:02[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.80[39m[90m; User: [39m[90m12.58[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 04:22:02[1m FUN[22m] [39mRunning grid line #29 of 40...
[90m[2020-06-29 04:22:02[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:22:02[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:22:02[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 1
[36m[1m 0[22m[39m 1 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 0.9688
[0mBalanced Accuracy[0m 0.9682
[0m PPV[0m 0.9677
[0m NPV[0m 0.9688
[0m F1[0m 0.9677
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6667
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:22:06[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:22:07[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:22:07[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:22:08[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:22:10[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.11[39m[90m; User: [39m[90m13.34[39m[90m; System: [39m[90m0.48[39m[90m)[39m
[90m[2020-06-29 04:22:10[1m FUN[22m] [39mRunning grid line #30 of 40...
[90m[2020-06-29 04:22:10[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:22:10[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:22:10[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 0
[36m[1m 0[22m[39m 2 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9667
[0m PPV[0m 1.0000
[0m NPV[0m 0.9394
[0m F1[0m 0.9655
[0m Accuracy[0m 0.9672
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.8000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:22:14[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:22:15[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:22:15[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:22:17[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:22:19[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.50[39m[90m; User: [39m[90m13.88[39m[90m; System: [39m[90m0.47[39m[90m)[39m
[90m[2020-06-29 04:22:19[1m FUN[22m] [39mRunning grid line #31 of 40...
[90m[2020-06-29 04:22:19[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:22:19[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:22:19[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 27
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.1290
[0mBalanced Accuracy[0m 0.5645
[0m PPV[0m 0.5263
[0m NPV[0m 1.0000
[0m F1[0m 0.6897
[0m Accuracy[0m 0.5574
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 3
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.2500
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 0.5714
[0m NPV[0m 1.0000
[0m F1[0m 0.7273
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:22:21[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:22:22[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:22:22[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:22:22[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:22:22[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.05[39m[90m minutes ([39m[90mReal: [39m[90m3.27[39m[90m; User: [39m[90m3.74[39m[90m; System: [39m[90m0.14[39m[90m)[39m
[90m[2020-06-29 04:22:22[1m FUN[22m] [39mRunning grid line #32 of 40...
[90m[2020-06-29 04:22:22[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:22:22[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:22:22[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 17 6
[36m[1m 0[22m[39m 14 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5484
[0m Specificity[0m 0.8125
[0mBalanced Accuracy[0m 0.6804
[0m PPV[0m 0.7391
[0m NPV[0m 0.6500
[0m F1[0m 0.6296
[0m Accuracy[0m 0.6825
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.3333
[0m PPV[0m 0.3333
[0m NPV[0m 0.3333
[0m F1[0m 0.3333
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:22:26[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:22:26[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:22:26[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:22:27[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:22:29[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.50[39m[90m; User: [39m[90m10.02[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 04:22:29[1m FUN[22m] [39mRunning grid line #33 of 40...
[90m[2020-06-29 04:22:29[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:22:29[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 23 18
[36m[1m 0[22m[39m 8 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7419
[0m Specificity[0m 0.4194
[0mBalanced Accuracy[0m 0.5806
[0m PPV[0m 0.5610
[0m NPV[0m 0.6190
[0m F1[0m 0.6389
[0m Accuracy[0m 0.5806
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 4
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.3333
[0m PPV[0m 0.3333
[0m NPV[0m 0.0000
[0m F1[0m 0.4444
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:22:32[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:22:32[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:22:33[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:22:33[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:22:34[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.89[39m[90m; User: [39m[90m6.75[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 04:22:34[1m FUN[22m] [39mRunning grid line #34 of 40...
[90m[2020-06-29 04:22:34[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:22:34[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:22:34[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 21
[36m[1m 0[22m[39m 20 11
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 0.3438
[0mBalanced Accuracy[0m 0.3385
[0m PPV[0m 0.3226
[0m NPV[0m 0.3548
[0m F1[0m 0.3279
[0m Accuracy[0m 0.3387
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5417
[0m PPV[0m 0.6000
[0m NPV[0m 0.5000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:22:39[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:22:40[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:22:40[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:23:09[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:23:15[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.70[39m[90m minutes ([39m[90mReal: [39m[90m41.77[39m[90m; User: [39m[90m77[39m[90m; System: [39m[90m2.39[39m[90m)[39m
[90m[2020-06-29 04:23:15[1m FUN[22m] [39mRunning grid line #35 of 40...
[90m[2020-06-29 04:23:16[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:23:16[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 17 4
[36m[1m 0[22m[39m 14 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5484
[0m Specificity[0m 0.8710
[0mBalanced Accuracy[0m 0.7097
[0m PPV[0m 0.8095
[0m NPV[0m 0.6585
[0m F1[0m 0.6538
[0m Accuracy[0m 0.7097
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 3 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.5714
[0m F1[0m NA
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:23:19[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:23:19[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:23:19[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:23:20[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:23:20[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.92[39m[90m; User: [39m[90m7.12[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 04:23:21[1m FUN[22m] [39mRunning grid line #36 of 40...
[90m[2020-06-29 04:23:21[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:23:21[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:23:21[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 7 0
[36m[1m 0[22m[39m 24 32
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2258
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6129
[0m PPV[0m 1.0000
[0m NPV[0m 0.5714
[0m F1[0m 0.3684
[0m Accuracy[0m 0.6190
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 2
[36m[1m 0[22m[39m 3 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.1667
[0m PPV[0m 0.0000
[0m NPV[0m 0.2500
[0m F1[0m NA
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:23:23[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:23:24[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:23:24[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:23:24[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:23:24[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.72[39m[90m; User: [39m[90m4.83[39m[90m; System: [39m[90m0.26[39m[90m)[39m
[90m[2020-06-29 04:23:24[1m FUN[22m] [39mRunning grid line #37 of 40...
[90m[2020-06-29 04:23:24[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:23:25[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:23:25[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 14
[36m[1m 0[22m[39m 19 18
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3667
[0m Specificity[0m 0.5625
[0mBalanced Accuracy[0m 0.4646
[0m PPV[0m 0.4400
[0m NPV[0m 0.4865
[0m F1[0m 0.4000
[0m Accuracy[0m 0.4677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.6000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:23:28[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:23:29[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:23:29[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:23:29[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:23:30[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.67[39m[90m; User: [39m[90m7.79[39m[90m; System: [39m[90m0.45[39m[90m)[39m
[90m[2020-06-29 04:23:30[1m FUN[22m] [39mRunning grid line #38 of 40...
[90m[2020-06-29 04:23:30[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:23:31[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 6
[36m[1m 0[22m[39m 28 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0968
[0m Specificity[0m 0.8065
[0mBalanced Accuracy[0m 0.4516
[0m PPV[0m 0.3333
[0m NPV[0m 0.4717
[0m F1[0m 0.1500
[0m Accuracy[0m 0.4516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 1
[36m[1m 0[22m[39m 3 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.3750
[0m PPV[0m 0.0000
[0m NPV[0m 0.5000
[0m F1[0m NA
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:23:33[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:23:34[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:23:34[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:23:34[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:23:35[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.24[39m[90m; User: [39m[90m5.75[39m[90m; System: [39m[90m0.28[39m[90m)[39m
[90m[2020-06-29 04:23:35[1m FUN[22m] [39mRunning grid line #39 of 40...
[90m[2020-06-29 04:23:35[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:23:35[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:23:35[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 11
[36m[1m 0[22m[39m 19 21
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3871
[0m Specificity[0m 0.6562
[0mBalanced Accuracy[0m 0.5217
[0m PPV[0m 0.5217
[0m NPV[0m 0.5250
[0m F1[0m 0.4444
[0m Accuracy[0m 0.5238
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 1.0000
[0m NPV[0m 0.6000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:23:38[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:23:38[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:23:38[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:23:39[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:23:40[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m5[39m[90m; User: [39m[90m7.31[39m[90m; System: [39m[90m0.27[39m[90m)[39m
[90m[2020-06-29 04:23:40[1m FUN[22m] [39mRunning grid line #40 of 40...
[90m[2020-06-29 04:23:40[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:23:40[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:23:40[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 8 9
[36m[1m 0[22m[39m 22 22
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2667
[0m Specificity[0m 0.7097
[0mBalanced Accuracy[0m 0.4882
[0m PPV[0m 0.4706
[0m NPV[0m 0.5000
[0m F1[0m 0.3404
[0m Accuracy[0m 0.4918
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 3 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 1.0000
[0m NPV[0m 0.5714
[0m F1[0m 0.4000
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:23:43[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:23:44[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:23:44[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:23:44[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:23:45[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.66[39m[90m; User: [39m[90m8.47[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 04:23:53[1m FUN[22m] [39mRunning grid line #1 of 40...
[90m[2020-06-29 04:23:53[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:23:53[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 6
[36m[1m 0[22m[39m 3 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9032
[0m Specificity[0m 0.8065
[0mBalanced Accuracy[0m 0.8548
[0m PPV[0m 0.8235
[0m NPV[0m 0.8929
[0m F1[0m 0.8615
[0m Accuracy[0m 0.8548
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.7500
[0m NPV[0m 0.7500
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:23:57[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:23:57[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:23:57[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:23:59[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:24:00[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.77[39m[90m; User: [39m[90m12.53[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 04:24:00[1m FUN[22m] [39mRunning grid line #2 of 40...
[90m[2020-06-29 04:24:00[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:24:01[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 7
[36m[1m 0[22m[39m 4 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8750
[0m Specificity[0m 0.7812
[0mBalanced Accuracy[0m 0.8281
[0m PPV[0m 0.8000
[0m NPV[0m 0.8621
[0m F1[0m 0.8358
[0m Accuracy[0m 0.8281
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:24:05[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:24:06[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:24:06[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:24:08[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:24:10[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.48[39m[90m; User: [39m[90m15[39m[90m; System: [39m[90m0.33[39m[90m)[39m
[90m[2020-06-29 04:24:10[1m FUN[22m] [39mRunning grid line #3 of 40...
[90m[2020-06-29 04:24:10[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:24:10[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 20 4
[36m[1m 0[22m[39m 11 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6452
[0m Specificity[0m 0.8710
[0mBalanced Accuracy[0m 0.7581
[0m PPV[0m 0.8333
[0m NPV[0m 0.7105
[0m F1[0m 0.7273
[0m Accuracy[0m 0.7581
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:24:14[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:24:15[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:24:15[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:24:18[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:24:19[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.81[39m[90m; User: [39m[90m14.50[39m[90m; System: [39m[90m0.48[39m[90m)[39m
[90m[2020-06-29 04:24:19[1m FUN[22m] [39mRunning grid line #4 of 40...
[90m[2020-06-29 04:24:19[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:24:19[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 7
[36m[1m 0[22m[39m 1 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9688
[0m Specificity[0m 0.7812
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.8158
[0m NPV[0m 0.9615
[0m F1[0m 0.8857
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.3333
[0m PPV[0m 0.3333
[0m NPV[0m 0.3333
[0m F1[0m 0.3333
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:24:23[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:24:24[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:24:24[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:24:25[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:24:26[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.43[39m[90m; User: [39m[90m12[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 04:24:27[1m FUN[22m] [39mRunning grid line #5 of 40...
[90m[2020-06-29 04:24:27[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:24:27[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 21 4
[36m[1m 0[22m[39m 10 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6774
[0m Specificity[0m 0.8710
[0mBalanced Accuracy[0m 0.7742
[0m PPV[0m 0.8400
[0m NPV[0m 0.7297
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7742
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 0.6000
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:24:31[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:24:31[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:24:31[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:24:33[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:24:34[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.51[39m[90m; User: [39m[90m12.22[39m[90m; System: [39m[90m0.28[39m[90m)[39m
[90m[2020-06-29 04:24:34[1m FUN[22m] [39mRunning grid line #6 of 40...
[90m[2020-06-29 04:24:34[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:24:34[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 24 5
[36m[1m 0[22m[39m 8 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.8438
[0mBalanced Accuracy[0m 0.7969
[0m PPV[0m 0.8276
[0m NPV[0m 0.7714
[0m F1[0m 0.7869
[0m Accuracy[0m 0.7969
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:24:39[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:24:39[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:24:39[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:24:42[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:24:43[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.75[39m[90m; User: [39m[90m14.40[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 04:24:43[1m FUN[22m] [39mRunning grid line #7 of 40...
[90m[2020-06-29 04:24:43[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:24:43[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 5
[36m[1m 0[22m[39m 3 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9062
[0m Specificity[0m 0.8438
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.8529
[0m NPV[0m 0.9000
[0m F1[0m 0.8788
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:24:48[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:24:48[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:24:48[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:24:51[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:24:52[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.17[39m[90m; User: [39m[90m15.31[39m[90m; System: [39m[90m0.64[39m[90m)[39m
[90m[2020-06-29 04:24:52[1m FUN[22m] [39mRunning grid line #8 of 40...
[90m[2020-06-29 04:24:52[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:24:53[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 9
[36m[1m 0[22m[39m 1 22
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 0.7097
[0mBalanced Accuracy[0m 0.8387
[0m PPV[0m 0.7692
[0m NPV[0m 0.9565
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8387
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 3
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.2500
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.6000
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:24:57[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:24:57[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:24:57[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:24:59[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:25:01[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.48[39m[90m; User: [39m[90m13.56[39m[90m; System: [39m[90m0.47[39m[90m)[39m
[90m[2020-06-29 04:25:01[1m FUN[22m] [39mRunning grid line #9 of 40...
[90m[2020-06-29 04:25:01[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:25:01[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 24 5
[36m[1m 0[22m[39m 8 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.8438
[0mBalanced Accuracy[0m 0.7969
[0m PPV[0m 0.8276
[0m NPV[0m 0.7714
[0m F1[0m 0.7869
[0m Accuracy[0m 0.7969
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 3 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.5000
[0m F1[0m NA
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:25:05[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:25:06[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:25:06[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:25:08[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:25:09[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.28[39m[90m; User: [39m[90m13.62[39m[90m; System: [39m[90m0.32[39m[90m)[39m
[90m[2020-06-29 04:25:09[1m FUN[22m] [39mRunning grid line #10 of 40...
[90m[2020-06-29 04:25:09[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:25:10[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 12
[36m[1m 0[22m[39m 2 19
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.6129
[0mBalanced Accuracy[0m 0.7742
[0m PPV[0m 0.7073
[0m NPV[0m 0.9048
[0m F1[0m 0.8056
[0m Accuracy[0m 0.7742
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 4
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m NA
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:25:13[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:25:14[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:25:14[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:25:16[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:25:17[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.99[39m[90m; User: [39m[90m12.95[39m[90m; System: [39m[90m0.49[39m[90m)[39m
[90m[2020-06-29 04:25:17[1m FUN[22m] [39mRunning grid line #11 of 40...
[90m[2020-06-29 04:25:17[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:25:18[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 1
[36m[1m 0[22m[39m 1 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 0.9677
[0mBalanced Accuracy[0m 0.9677
[0m PPV[0m 0.9677
[0m NPV[0m 0.9677
[0m F1[0m 0.9677
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.7500
[0m NPV[0m 0.7500
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:25:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:25:24[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:25:25[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:25:27[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:25:29[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m11.94[39m[90m; User: [39m[90m20.67[39m[90m; System: [39m[90m0.54[39m[90m)[39m
[90m[2020-06-29 04:25:29[1m FUN[22m] [39mRunning grid line #12 of 40...
[90m[2020-06-29 04:25:29[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:25:30[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 4
[36m[1m 0[22m[39m 4 28
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8750
[0m Specificity[0m 0.8750
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.8750
[0m NPV[0m 0.8750
[0m F1[0m 0.8750
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:25:36[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:25:37[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:25:37[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:25:41[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:25:43[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.23[39m[90m minutes ([39m[90mReal: [39m[90m13.87[39m[90m; User: [39m[90m24.55[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 04:25:43[1m FUN[22m] [39mRunning grid line #13 of 40...
[90m[2020-06-29 04:25:43[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:25:44[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 20 0
[36m[1m 0[22m[39m 11 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6452
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8226
[0m PPV[0m 1.0000
[0m NPV[0m 0.7381
[0m F1[0m 0.7843
[0m Accuracy[0m 0.8226
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:25:48[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:25:48[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:25:48[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:25:50[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:25:51[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m8.02[39m[90m; User: [39m[90m13.16[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 04:25:52[1m FUN[22m] [39mRunning grid line #14 of 40...
[90m[2020-06-29 04:25:52[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:25:52[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 1
[36m[1m 0[22m[39m 1 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9688
[0m Specificity[0m 0.9688
[0mBalanced Accuracy[0m 0.9688
[0m PPV[0m 0.9688
[0m NPV[0m 0.9688
[0m F1[0m 0.9688
[0m Accuracy[0m 0.9688
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.3333
[0m PPV[0m 0.3333
[0m NPV[0m 0.3333
[0m F1[0m 0.3333
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:25:56[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:25:57[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:25:57[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:26:00[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:26:01[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.82[39m[90m; User: [39m[90m16.33[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 04:26:01[1m FUN[22m] [39mRunning grid line #15 of 40...
[90m[2020-06-29 04:26:02[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:26:02[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 21 2
[36m[1m 0[22m[39m 10 29
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6774
[0m Specificity[0m 0.9355
[0mBalanced Accuracy[0m 0.8065
[0m PPV[0m 0.9130
[0m NPV[0m 0.7436
[0m F1[0m 0.7778
[0m Accuracy[0m 0.8065
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 0.6000
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:26:06[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:26:06[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:26:06[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:26:08[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:26:10[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.22[39m[90m; User: [39m[90m13.22[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 04:26:10[1m FUN[22m] [39mRunning grid line #16 of 40...
[90m[2020-06-29 04:26:10[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:26:10[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 8
[36m[1m 0[22m[39m 0 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:26:17[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:26:18[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:26:18[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:26:23[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:26:26[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.27[39m[90m minutes ([39m[90mReal: [39m[90m16.44[39m[90m; User: [39m[90m29.26[39m[90m; System: [39m[90m0.68[39m[90m)[39m
[90m[2020-06-29 04:26:26[1m FUN[22m] [39mRunning grid line #17 of 40...
[90m[2020-06-29 04:26:26[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:26:27[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 2
[36m[1m 0[22m[39m 3 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9062
[0m Specificity[0m 0.9375
[0mBalanced Accuracy[0m 0.9219
[0m PPV[0m 0.9355
[0m NPV[0m 0.9091
[0m F1[0m 0.9206
[0m Accuracy[0m 0.9219
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 1.0000
[0m NPV[0m 0.6000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:26:32[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:26:33[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:26:33[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:26:36[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:26:38[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.69[39m[90m; User: [39m[90m19.63[39m[90m; System: [39m[90m0.55[39m[90m)[39m
[90m[2020-06-29 04:26:38[1m FUN[22m] [39mRunning grid line #18 of 40...
[90m[2020-06-29 04:26:38[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:26:38[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 4
[36m[1m 0[22m[39m 1 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 0.8710
[0mBalanced Accuracy[0m 0.9194
[0m PPV[0m 0.8824
[0m NPV[0m 0.9643
[0m F1[0m 0.9231
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 0.6000
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:26:44[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:26:45[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:26:45[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:26:48[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:26:51[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.46[39m[90m; User: [39m[90m21.64[39m[90m; System: [39m[90m0.51[39m[90m)[39m
[90m[2020-06-29 04:26:51[1m FUN[22m] [39mRunning grid line #19 of 40...
[90m[2020-06-29 04:26:51[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:26:51[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 26 1
[36m[1m 0[22m[39m 6 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8125
[0m Specificity[0m 0.9688
[0mBalanced Accuracy[0m 0.8906
[0m PPV[0m 0.9630
[0m NPV[0m 0.8378
[0m F1[0m 0.8814
[0m Accuracy[0m 0.8906
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 3 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.5000
[0m F1[0m NA
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:26:57[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:26:58[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:26:58[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:27:01[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:27:04[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.75[39m[90m; User: [39m[90m22.34[39m[90m; System: [39m[90m0.63[39m[90m)[39m
[90m[2020-06-29 04:27:04[1m FUN[22m] [39mRunning grid line #20 of 40...
[90m[2020-06-29 04:27:04[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:27:04[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 2
[36m[1m 0[22m[39m 2 29
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.9355
[0mBalanced Accuracy[0m 0.9355
[0m PPV[0m 0.9355
[0m NPV[0m 0.9355
[0m F1[0m 0.9355
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:27:08[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:27:09[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:27:09[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:27:12[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:27:14[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m9.97[39m[90m; User: [39m[90m16.98[39m[90m; System: [39m[90m0.28[39m[90m)[39m
[90m[2020-06-29 04:27:14[1m FUN[22m] [39mRunning grid line #21 of 40...
[90m[2020-06-29 04:27:14[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:27:14[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 1
[36m[1m 0[22m[39m 2 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.9677
[0mBalanced Accuracy[0m 0.9516
[0m PPV[0m 0.9667
[0m NPV[0m 0.9375
[0m F1[0m 0.9508
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 0.6000
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:27:18[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:27:18[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:27:19[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:27:20[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:27:21[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.50[39m[90m; User: [39m[90m12.23[39m[90m; System: [39m[90m0.51[39m[90m)[39m
[90m[2020-06-29 04:27:21[1m FUN[22m] [39mRunning grid line #22 of 40...
[90m[2020-06-29 04:27:21[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:27:22[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 2
[36m[1m 0[22m[39m 1 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9688
[0m Specificity[0m 0.9375
[0mBalanced Accuracy[0m 0.9531
[0m PPV[0m 0.9394
[0m NPV[0m 0.9677
[0m F1[0m 0.9538
[0m Accuracy[0m 0.9531
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6000
[0m NPV[0m 1.0000
[0m F1[0m 0.7500
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:27:26[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:27:27[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:27:27[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:27:29[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:27:30[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.06[39m[90m; User: [39m[90m15.07[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 04:27:30[1m FUN[22m] [39mRunning grid line #23 of 40...
[90m[2020-06-29 04:27:31[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:27:31[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 20 0
[36m[1m 0[22m[39m 11 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6452
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8226
[0m PPV[0m 1.0000
[0m NPV[0m 0.7381
[0m F1[0m 0.7843
[0m Accuracy[0m 0.8226
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:27:34[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:27:35[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:27:35[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:27:36[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:27:37[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6.02[39m[90m; User: [39m[90m9.23[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 04:27:37[1m FUN[22m] [39mRunning grid line #24 of 40...
[90m[2020-06-29 04:27:37[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:27:37[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 1
[36m[1m 0[22m[39m 0 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9688
[0mBalanced Accuracy[0m 0.9844
[0m PPV[0m 0.9697
[0m NPV[0m 1.0000
[0m F1[0m 0.9846
[0m Accuracy[0m 0.9844
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.3333
[0m PPV[0m 0.3333
[0m NPV[0m 0.3333
[0m F1[0m 0.3333
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:27:40[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:27:41[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:27:41[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:27:42[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:27:43[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6.01[39m[90m; User: [39m[90m9.36[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 04:27:43[1m FUN[22m] [39mRunning grid line #25 of 40...
[90m[2020-06-29 04:27:43[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:27:43[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 21 1
[36m[1m 0[22m[39m 10 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6774
[0m Specificity[0m 0.9677
[0mBalanced Accuracy[0m 0.8226
[0m PPV[0m 0.9545
[0m NPV[0m 0.7500
[0m F1[0m 0.7925
[0m Accuracy[0m 0.8226
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 0.6667
[0m NPV[0m 0.6000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:27:46[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:27:47[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:27:47[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:27:48[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:27:49[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m5.95[39m[90m; User: [39m[90m9.20[39m[90m; System: [39m[90m0.24[39m[90m)[39m
[90m[2020-06-29 04:27:49[1m FUN[22m] [39mRunning grid line #26 of 40...
[90m[2020-06-29 04:27:49[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:27:49[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 22 1
[36m[1m 0[22m[39m 10 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6875
[0m Specificity[0m 0.9688
[0mBalanced Accuracy[0m 0.8281
[0m PPV[0m 0.9565
[0m NPV[0m 0.7561
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8281
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:27:53[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:27:54[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:27:54[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:27:55[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:27:57[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.78[39m[90m; User: [39m[90m12.64[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 04:27:57[1m FUN[22m] [39mRunning grid line #27 of 40...
[90m[2020-06-29 04:27:57[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:27:57[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 2
[36m[1m 0[22m[39m 1 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9688
[0m Specificity[0m 0.9375
[0mBalanced Accuracy[0m 0.9531
[0m PPV[0m 0.9394
[0m NPV[0m 0.9677
[0m F1[0m 0.9538
[0m Accuracy[0m 0.9531
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:28:02[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:28:03[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:28:03[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:28:05[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:28:07[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.09[39m[90m; User: [39m[90m16.96[39m[90m; System: [39m[90m0.55[39m[90m)[39m
[90m[2020-06-29 04:28:07[1m FUN[22m] [39mRunning grid line #28 of 40...
[90m[2020-06-29 04:28:07[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:28:07[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 2
[36m[1m 0[22m[39m 0 29
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9355
[0mBalanced Accuracy[0m 0.9677
[0m PPV[0m 0.9394
[0m NPV[0m 1.0000
[0m F1[0m 0.9688
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 0.6000
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:28:11[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:28:12[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:28:12[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:28:13[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:28:14[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m6.91[39m[90m; User: [39m[90m10.84[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 04:28:14[1m FUN[22m] [39mRunning grid line #29 of 40...
[90m[2020-06-29 04:28:14[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:28:14[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 1
[36m[1m 0[22m[39m 2 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9375
[0m Specificity[0m 0.9688
[0mBalanced Accuracy[0m 0.9531
[0m PPV[0m 0.9677
[0m NPV[0m 0.9394
[0m F1[0m 0.9524
[0m Accuracy[0m 0.9531
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:28:19[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:28:19[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:28:19[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:28:21[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:28:23[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.60[39m[90m; User: [39m[90m14.46[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 04:28:23[1m FUN[22m] [39mRunning grid line #30 of 40...
[90m[2020-06-29 04:28:23[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:28:23[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 3
[36m[1m 0[22m[39m 1 28
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 0.9032
[0mBalanced Accuracy[0m 0.9355
[0m PPV[0m 0.9091
[0m NPV[0m 0.9655
[0m F1[0m 0.9375
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 2
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:28:27[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:28:28[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:28:28[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:28:29[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:28:31[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.18[39m[90m; User: [39m[90m13.39[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 04:28:31[1m FUN[22m] [39mRunning grid line #31 of 40...
[90m[2020-06-29 04:28:31[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:28:31[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 6
[36m[1m 0[22m[39m 20 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3548
[0m Specificity[0m 0.8065
[0mBalanced Accuracy[0m 0.5806
[0m PPV[0m 0.6471
[0m NPV[0m 0.5556
[0m F1[0m 0.4583
[0m Accuracy[0m 0.5806
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 4 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.5000
[0m F1[0m NA
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:28:34[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:28:34[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:28:34[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:28:34[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:28:35[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.78[39m[90m; User: [39m[90m4.96[39m[90m; System: [39m[90m0.21[39m[90m)[39m
[90m[2020-06-29 04:28:35[1m FUN[22m] [39mRunning grid line #32 of 40...
[90m[2020-06-29 04:28:35[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:28:35[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 23
[36m[1m 0[22m[39m 22 9
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3125
[0m Specificity[0m 0.2812
[0mBalanced Accuracy[0m 0.2969
[0m PPV[0m 0.3030
[0m NPV[0m 0.2903
[0m F1[0m 0.3077
[0m Accuracy[0m 0.2969
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 1
[36m[1m 0[22m[39m 3 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.3333
[0m PPV[0m 0.0000
[0m NPV[0m 0.4000
[0m F1[0m NA
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:28:38[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:28:38[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:28:38[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:28:38[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:28:38[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.41[39m[90m; User: [39m[90m4.36[39m[90m; System: [39m[90m0.31[39m[90m)[39m
[90m[2020-06-29 04:28:38[1m FUN[22m] [39mRunning grid line #33 of 40...
[90m[2020-06-29 04:28:38[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:28:39[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 31 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.5000
[0m F1[0m NA
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 4 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.5000
[0m F1[0m NA
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:28:41[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:28:41[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:28:41[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:28:41[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:28:41[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.05[39m[90m minutes ([39m[90mReal: [39m[90m2.92[39m[90m; User: [39m[90m3.47[39m[90m; System: [39m[90m0.27[39m[90m)[39m
[90m[2020-06-29 04:28:41[1m FUN[22m] [39mRunning grid line #34 of 40...
[90m[2020-06-29 04:28:41[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:28:42[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 17
[36m[1m 0[22m[39m 20 15
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3750
[0m Specificity[0m 0.4688
[0mBalanced Accuracy[0m 0.4219
[0m PPV[0m 0.4138
[0m NPV[0m 0.4286
[0m F1[0m 0.3934
[0m Accuracy[0m 0.4219
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:28:44[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:28:45[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:28:45[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:28:45[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:28:45[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.05[39m[90m; User: [39m[90m5.45[39m[90m; System: [39m[90m0.22[39m[90m)[39m
[90m[2020-06-29 04:28:45[1m FUN[22m] [39mRunning grid line #35 of 40...
[90m[2020-06-29 04:28:46[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:28:46[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 1
[36m[1m 0[22m[39m 31 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.9677
[0mBalanced Accuracy[0m 0.4839
[0m PPV[0m 0.0000
[0m NPV[0m 0.4918
[0m F1[0m NA
[0m Accuracy[0m 0.4839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 4 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.5000
[0m F1[0m NA
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:28:49[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:28:49[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:28:49[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:28:50[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:28:50[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.67[39m[90m; User: [39m[90m6.61[39m[90m; System: [39m[90m0.30[39m[90m)[39m
[90m[2020-06-29 04:28:50[1m FUN[22m] [39mRunning grid line #36 of 40...
[90m[2020-06-29 04:28:50[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:28:51[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 2
[36m[1m 0[22m[39m 28 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1250
[0m Specificity[0m 0.9375
[0mBalanced Accuracy[0m 0.5312
[0m PPV[0m 0.6667
[0m NPV[0m 0.5172
[0m F1[0m 0.2105
[0m Accuracy[0m 0.5312
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 3 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.5000
[0m F1[0m NA
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:28:53[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:28:54[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:28:54[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:28:54[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:28:54[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.16[39m[90m; User: [39m[90m5.65[39m[90m; System: [39m[90m0.25[39m[90m)[39m
[90m[2020-06-29 04:28:55[1m FUN[22m] [39mRunning grid line #37 of 40...
[90m[2020-06-29 04:28:55[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:28:55[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 14 8
[36m[1m 0[22m[39m 18 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4375
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.5938
[0m PPV[0m 0.6364
[0m NPV[0m 0.5714
[0m F1[0m 0.5185
[0m Accuracy[0m 0.5938
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 1
[36m[1m 0[22m[39m 3 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.3333
[0m PPV[0m 0.0000
[0m NPV[0m 0.4000
[0m F1[0m NA
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:28:58[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:28:58[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:28:58[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:28:59[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:28:59[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.72[39m[90m; User: [39m[90m6.85[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 04:28:59[1m FUN[22m] [39mRunning grid line #38 of 40...
[90m[2020-06-29 04:28:59[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:29:00[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 28
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0968
[0mBalanced Accuracy[0m 0.5484
[0m PPV[0m 0.5254
[0m NPV[0m 1.0000
[0m F1[0m 0.6889
[0m Accuracy[0m 0.5484
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 4
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m NA
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:29:02[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:29:02[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:29:02[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:29:03[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:29:03[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.63[39m[90m; User: [39m[90m4.72[39m[90m; System: [39m[90m0.25[39m[90m)[39m
[90m[2020-06-29 04:29:03[1m FUN[22m] [39mRunning grid line #39 of 40...
[90m[2020-06-29 04:29:03[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:29:03[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 30 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0625
[0m Specificity[0m 0.9688
[0mBalanced Accuracy[0m 0.5156
[0m PPV[0m 0.6667
[0m NPV[0m 0.5082
[0m F1[0m 0.1143
[0m Accuracy[0m 0.5156
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 3 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.5000
[0m F1[0m NA
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:29:06[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:29:06[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:29:06[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:29:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:29:07[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m3.91[39m[90m; User: [39m[90m5.08[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 04:29:07[1m FUN[22m] [39mRunning grid line #40 of 40...
[90m[2020-06-29 04:29:07[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:29:07[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 19 27
[36m[1m 0[22m[39m 12 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6129
[0m Specificity[0m 0.1290
[0mBalanced Accuracy[0m 0.3710
[0m PPV[0m 0.4130
[0m NPV[0m 0.2500
[0m F1[0m 0.4935
[0m Accuracy[0m 0.3710
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 3
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.2500
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.6000
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:29:11[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:29:11[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:29:11[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:29:12[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:29:13[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.67[39m[90m; User: [39m[90m8.68[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 04:29:19[1m FUN[22m] [39mRunning grid line #1 of 40...
[90m[2020-06-29 04:29:19[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:29:19[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:29:19[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 4
[36m[1m 0[22m[39m 2 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9333
[0m Specificity[0m 0.8710
[0mBalanced Accuracy[0m 0.9022
[0m PPV[0m 0.8750
[0m NPV[0m 0.9310
[0m F1[0m 0.9032
[0m Accuracy[0m 0.9016
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:29:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:29:24[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:29:24[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:29:27[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:29:29[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.77[39m[90m; User: [39m[90m16.61[39m[90m; System: [39m[90m0.26[39m[90m)[39m
[90m[2020-06-29 04:29:29[1m FUN[22m] [39mRunning grid line #2 of 40...
[90m[2020-06-29 04:29:29[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:29:29[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:29:29[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 6
[36m[1m 0[22m[39m 2 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.8125
[0mBalanced Accuracy[0m 0.8740
[0m PPV[0m 0.8286
[0m NPV[0m 0.9286
[0m F1[0m 0.8788
[0m Accuracy[0m 0.8730
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:29:33[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:29:34[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:29:34[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:29:36[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:29:37[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.11[39m[90m; User: [39m[90m13.11[39m[90m; System: [39m[90m0.48[39m[90m)[39m
[90m[2020-06-29 04:29:37[1m FUN[22m] [39mRunning grid line #3 of 40...
[90m[2020-06-29 04:29:37[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:29:37[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 6
[36m[1m 0[22m[39m 2 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.8065
[0mBalanced Accuracy[0m 0.8710
[0m PPV[0m 0.8286
[0m NPV[0m 0.9259
[0m F1[0m 0.8788
[0m Accuracy[0m 0.8710
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.6667
[0m NPV[0m 0.7500
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:29:41[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:29:41[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:29:41[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:29:43[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:29:44[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.88[39m[90m; User: [39m[90m10.82[39m[90m; System: [39m[90m0.38[39m[90m)[39m
[90m[2020-06-29 04:29:44[1m FUN[22m] [39mRunning grid line #4 of 40...
[90m[2020-06-29 04:29:44[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:29:44[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:29:44[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 25 5
[36m[1m 0[22m[39m 5 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 0.8438
[0mBalanced Accuracy[0m 0.8385
[0m PPV[0m 0.8333
[0m NPV[0m 0.8438
[0m F1[0m 0.8333
[0m Accuracy[0m 0.8387
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:29:48[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:29:49[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:29:49[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:29:51[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:29:52[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m8.09[39m[90m; User: [39m[90m13.09[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 04:29:52[1m FUN[22m] [39mRunning grid line #5 of 40...
[90m[2020-06-29 04:29:52[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:29:53[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 6
[36m[1m 0[22m[39m 2 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.8065
[0mBalanced Accuracy[0m 0.8710
[0m PPV[0m 0.8286
[0m NPV[0m 0.9259
[0m F1[0m 0.8788
[0m Accuracy[0m 0.8710
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:29:57[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:29:58[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:29:58[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:30:00[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:30:02[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.47[39m[90m; User: [39m[90m15.77[39m[90m; System: [39m[90m0.48[39m[90m)[39m
[90m[2020-06-29 04:30:02[1m FUN[22m] [39mRunning grid line #6 of 40...
[90m[2020-06-29 04:30:02[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:30:02[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:30:02[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 8
[36m[1m 0[22m[39m 2 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8427
[0m PPV[0m 0.7838
[0m NPV[0m 0.9231
[0m F1[0m 0.8529
[0m Accuracy[0m 0.8413
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:30:06[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:30:07[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:30:07[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:30:09[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:30:10[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.86[39m[90m; User: [39m[90m12.84[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 04:30:10[1m FUN[22m] [39mRunning grid line #7 of 40...
[90m[2020-06-29 04:30:10[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:30:10[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:30:10[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 11
[36m[1m 0[22m[39m 2 21
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9333
[0m Specificity[0m 0.6562
[0mBalanced Accuracy[0m 0.7948
[0m PPV[0m 0.7179
[0m NPV[0m 0.9130
[0m F1[0m 0.8116
[0m Accuracy[0m 0.7903
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 2
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:30:15[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:30:15[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:30:15[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:30:17[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:30:18[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.50[39m[90m; User: [39m[90m13.28[39m[90m; System: [39m[90m0.48[39m[90m)[39m
[90m[2020-06-29 04:30:18[1m FUN[22m] [39mRunning grid line #8 of 40...
[90m[2020-06-29 04:30:19[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:30:19[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 8
[36m[1m 0[22m[39m 2 23
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.7419
[0mBalanced Accuracy[0m 0.8387
[0m PPV[0m 0.7838
[0m NPV[0m 0.9200
[0m F1[0m 0.8529
[0m Accuracy[0m 0.8387
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.6000
[0m NPV[0m 1.0000
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:30:22[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:30:23[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:30:23[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:30:24[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:30:25[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.35[39m[90m; User: [39m[90m9.69[39m[90m; System: [39m[90m0.47[39m[90m)[39m
[90m[2020-06-29 04:30:25[1m FUN[22m] [39mRunning grid line #9 of 40...
[90m[2020-06-29 04:30:25[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:30:25[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:30:25[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 4
[36m[1m 0[22m[39m 2 28
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.8750
[0mBalanced Accuracy[0m 0.9052
[0m PPV[0m 0.8788
[0m NPV[0m 0.9333
[0m F1[0m 0.9062
[0m Accuracy[0m 0.9048
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:30:30[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:30:32[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:30:32[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:30:36[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:30:38[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.22[39m[90m minutes ([39m[90mReal: [39m[90m13.11[39m[90m; User: [39m[90m22.38[39m[90m; System: [39m[90m0.64[39m[90m)[39m
[90m[2020-06-29 04:30:38[1m FUN[22m] [39mRunning grid line #10 of 40...
[90m[2020-06-29 04:30:38[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:30:38[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:30:39[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 6
[36m[1m 0[22m[39m 2 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9333
[0m Specificity[0m 0.8065
[0mBalanced Accuracy[0m 0.8699
[0m PPV[0m 0.8235
[0m NPV[0m 0.9259
[0m F1[0m 0.8750
[0m Accuracy[0m 0.8689
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 0.6667
[0m NPV[0m 0.6000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:30:42[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:30:43[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:30:43[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:30:45[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:30:46[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.69[39m[90m; User: [39m[90m12.22[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 04:30:46[1m FUN[22m] [39mRunning grid line #11 of 40...
[90m[2020-06-29 04:30:46[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:30:46[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:30:46[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 1
[36m[1m 0[22m[39m 0 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9677
[0mBalanced Accuracy[0m 0.9839
[0m PPV[0m 0.9677
[0m NPV[0m 1.0000
[0m F1[0m 0.9836
[0m Accuracy[0m 0.9836
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 0.6000
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:30:52[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:30:53[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:30:53[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:30:56[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:30:59[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.61[39m[90m; User: [39m[90m21.92[39m[90m; System: [39m[90m0.75[39m[90m)[39m
[90m[2020-06-29 04:30:59[1m FUN[22m] [39mRunning grid line #12 of 40...
[90m[2020-06-29 04:30:59[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:30:59[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:30:59[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 2
[36m[1m 0[22m[39m 2 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.9375
[0mBalanced Accuracy[0m 0.9365
[0m PPV[0m 0.9355
[0m NPV[0m 0.9375
[0m F1[0m 0.9355
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:31:04[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:31:05[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:31:05[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:31:09[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:31:11[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.33[39m[90m; User: [39m[90m21.29[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 04:31:11[1m FUN[22m] [39mRunning grid line #13 of 40...
[90m[2020-06-29 04:31:11[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:31:11[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 3
[36m[1m 0[22m[39m 1 28
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 0.9032
[0mBalanced Accuracy[0m 0.9355
[0m PPV[0m 0.9091
[0m NPV[0m 0.9655
[0m F1[0m 0.9375
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.8000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:31:16[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:31:17[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:31:17[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:31:20[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:31:22[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.56[39m[90m; User: [39m[90m17.80[39m[90m; System: [39m[90m0.58[39m[90m)[39m
[90m[2020-06-29 04:31:22[1m FUN[22m] [39mRunning grid line #14 of 40...
[90m[2020-06-29 04:31:22[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:31:22[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:31:22[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 26 2
[36m[1m 0[22m[39m 4 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8667
[0m Specificity[0m 0.9375
[0mBalanced Accuracy[0m 0.9021
[0m PPV[0m 0.9286
[0m NPV[0m 0.8824
[0m F1[0m 0.8966
[0m Accuracy[0m 0.9032
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 3 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.2917
[0m PPV[0m 0.3333
[0m NPV[0m 0.2500
[0m F1[0m 0.2857
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:31:27[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:31:28[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:31:28[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:31:30[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:31:32[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.66[39m[90m; User: [39m[90m18[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 04:31:33[1m FUN[22m] [39mRunning grid line #15 of 40...
[90m[2020-06-29 04:31:33[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:31:33[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 1
[36m[1m 0[22m[39m 2 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.9677
[0mBalanced Accuracy[0m 0.9516
[0m PPV[0m 0.9667
[0m NPV[0m 0.9375
[0m F1[0m 0.9508
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:31:38[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:31:39[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:31:39[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:31:42[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:31:44[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.26[39m[90m; User: [39m[90m19.52[39m[90m; System: [39m[90m0.52[39m[90m)[39m
[90m[2020-06-29 04:31:44[1m FUN[22m] [39mRunning grid line #16 of 40...
[90m[2020-06-29 04:31:44[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:31:44[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:31:44[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 3
[36m[1m 0[22m[39m 2 29
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.9062
[0mBalanced Accuracy[0m 0.9209
[0m PPV[0m 0.9062
[0m NPV[0m 0.9355
[0m F1[0m 0.9206
[0m Accuracy[0m 0.9206
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:31:48[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:31:49[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:31:49[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:31:51[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:31:53[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.66[39m[90m; User: [39m[90m14.17[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 04:31:53[1m FUN[22m] [39mRunning grid line #17 of 40...
[90m[2020-06-29 04:31:53[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:31:53[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:31:53[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 1
[36m[1m 0[22m[39m 2 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9333
[0m Specificity[0m 0.9688
[0mBalanced Accuracy[0m 0.9510
[0m PPV[0m 0.9655
[0m NPV[0m 0.9394
[0m F1[0m 0.9492
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:31:57[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:31:58[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:31:58[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:32:01[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:32:03[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m9.92[39m[90m; User: [39m[90m16.91[39m[90m; System: [39m[90m0.38[39m[90m)[39m
[90m[2020-06-29 04:32:03[1m FUN[22m] [39mRunning grid line #18 of 40...
[90m[2020-06-29 04:32:03[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:32:03[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 2
[36m[1m 0[22m[39m 2 29
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.9355
[0mBalanced Accuracy[0m 0.9355
[0m PPV[0m 0.9355
[0m NPV[0m 0.9355
[0m F1[0m 0.9355
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.6000
[0m NPV[0m 1.0000
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:32:08[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:32:09[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:32:09[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:32:12[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:32:14[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.36[39m[90m; User: [39m[90m19.72[39m[90m; System: [39m[90m0.48[39m[90m)[39m
[90m[2020-06-29 04:32:14[1m FUN[22m] [39mRunning grid line #19 of 40...
[90m[2020-06-29 04:32:14[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:32:14[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:32:15[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 1
[36m[1m 0[22m[39m 2 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.9688
[0mBalanced Accuracy[0m 0.9521
[0m PPV[0m 0.9667
[0m NPV[0m 0.9394
[0m F1[0m 0.9508
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:32:21[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:32:22[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:32:22[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:32:26[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:32:28[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.23[39m[90m minutes ([39m[90mReal: [39m[90m13.87[39m[90m; User: [39m[90m22.80[39m[90m; System: [39m[90m0.61[39m[90m)[39m
[90m[2020-06-29 04:32:28[1m FUN[22m] [39mRunning grid line #20 of 40...
[90m[2020-06-29 04:32:28[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:32:28[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:32:29[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 4
[36m[1m 0[22m[39m 2 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9333
[0m Specificity[0m 0.8710
[0mBalanced Accuracy[0m 0.9022
[0m PPV[0m 0.8750
[0m NPV[0m 0.9310
[0m F1[0m 0.9032
[0m Accuracy[0m 0.9016
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 0.6667
[0m NPV[0m 0.6000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:32:33[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:32:34[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:32:34[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:32:36[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:32:38[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.66[39m[90m; User: [39m[90m16.07[39m[90m; System: [39m[90m0.52[39m[90m)[39m
[90m[2020-06-29 04:32:38[1m FUN[22m] [39mRunning grid line #21 of 40...
[90m[2020-06-29 04:32:38[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:32:38[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:32:38[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 1
[36m[1m 0[22m[39m 1 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9667
[0m Specificity[0m 0.9677
[0mBalanced Accuracy[0m 0.9672
[0m PPV[0m 0.9667
[0m NPV[0m 0.9677
[0m F1[0m 0.9667
[0m Accuracy[0m 0.9672
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 0.6000
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:32:43[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:32:44[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:32:44[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:32:46[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:32:47[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.32[39m[90m; User: [39m[90m15.47[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 04:32:47[1m FUN[22m] [39mRunning grid line #22 of 40...
[90m[2020-06-29 04:32:47[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:32:47[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:32:48[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 2
[36m[1m 0[22m[39m 1 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 0.9375
[0mBalanced Accuracy[0m 0.9526
[0m PPV[0m 0.9375
[0m NPV[0m 0.9677
[0m F1[0m 0.9524
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:32:53[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:32:54[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:32:54[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:32:56[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:32:58[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.68[39m[90m; User: [39m[90m18.25[39m[90m; System: [39m[90m0.38[39m[90m)[39m
[90m[2020-06-29 04:32:58[1m FUN[22m] [39mRunning grid line #23 of 40...
[90m[2020-06-29 04:32:58[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:32:58[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 0
[36m[1m 0[22m[39m 1 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9839
[0m PPV[0m 1.0000
[0m NPV[0m 0.9688
[0m F1[0m 0.9836
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.8000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:33:02[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:33:03[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:33:03[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:33:04[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:33:06[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.41[39m[90m; User: [39m[90m11.92[39m[90m; System: [39m[90m0.43[39m[90m)[39m
[90m[2020-06-29 04:33:06[1m FUN[22m] [39mRunning grid line #24 of 40...
[90m[2020-06-29 04:33:06[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:33:06[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:33:06[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 22 2
[36m[1m 0[22m[39m 8 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7333
[0m Specificity[0m 0.9375
[0mBalanced Accuracy[0m 0.8354
[0m PPV[0m 0.9167
[0m NPV[0m 0.7895
[0m F1[0m 0.8148
[0m Accuracy[0m 0.8387
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 3 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.4583
[0m PPV[0m 0.5000
[0m NPV[0m 0.4000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:33:09[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:33:09[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:33:09[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:33:10[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:33:10[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.52[39m[90m; User: [39m[90m6.44[39m[90m; System: [39m[90m0.21[39m[90m)[39m
[90m[2020-06-29 04:33:10[1m FUN[22m] [39mRunning grid line #25 of 40...
[90m[2020-06-29 04:33:10[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:33:11[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 0
[36m[1m 0[22m[39m 2 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9677
[0m PPV[0m 1.0000
[0m NPV[0m 0.9394
[0m F1[0m 0.9667
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.8000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:33:15[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:33:16[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:33:16[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:33:17[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:33:19[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.69[39m[90m; User: [39m[90m14.59[39m[90m; System: [39m[90m0.57[39m[90m)[39m
[90m[2020-06-29 04:33:19[1m FUN[22m] [39mRunning grid line #26 of 40...
[90m[2020-06-29 04:33:19[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:33:19[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:33:19[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 1
[36m[1m 0[22m[39m 2 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.9688
[0mBalanced Accuracy[0m 0.9521
[0m PPV[0m 0.9667
[0m NPV[0m 0.9394
[0m F1[0m 0.9508
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:33:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:33:24[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:33:24[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:33:26[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:33:28[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.61[39m[90m; User: [39m[90m14.27[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 04:33:28[1m FUN[22m] [39mRunning grid line #27 of 40...
[90m[2020-06-29 04:33:28[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:33:28[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:33:28[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 1
[36m[1m 0[22m[39m 1 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9667
[0m Specificity[0m 0.9688
[0mBalanced Accuracy[0m 0.9677
[0m PPV[0m 0.9667
[0m NPV[0m 0.9688
[0m F1[0m 0.9667
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:33:32[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:33:33[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:33:33[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:33:34[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:33:35[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.56[39m[90m; User: [39m[90m12.22[39m[90m; System: [39m[90m0.40[39m[90m)[39m
[90m[2020-06-29 04:33:35[1m FUN[22m] [39mRunning grid line #28 of 40...
[90m[2020-06-29 04:33:36[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:33:36[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 4
[36m[1m 0[22m[39m 1 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 0.8710
[0mBalanced Accuracy[0m 0.9194
[0m PPV[0m 0.8824
[0m NPV[0m 0.9643
[0m F1[0m 0.9231
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.6000
[0m NPV[0m 1.0000
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:33:40[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:33:40[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:33:40[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:33:42[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:33:43[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.69[39m[90m; User: [39m[90m12.58[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 04:33:43[1m FUN[22m] [39mRunning grid line #29 of 40...
[90m[2020-06-29 04:33:43[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:33:43[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:33:44[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 1
[36m[1m 0[22m[39m 3 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9032
[0m Specificity[0m 0.9688
[0mBalanced Accuracy[0m 0.9360
[0m PPV[0m 0.9655
[0m NPV[0m 0.9118
[0m F1[0m 0.9333
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 1.0000
[0m NPV[0m 0.6000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:33:47[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:33:48[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:33:48[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:33:49[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:33:50[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.89[39m[90m; User: [39m[90m10.95[39m[90m; System: [39m[90m0.28[39m[90m)[39m
[90m[2020-06-29 04:33:50[1m FUN[22m] [39mRunning grid line #30 of 40...
[90m[2020-06-29 04:33:50[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:33:50[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:33:51[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 1
[36m[1m 0[22m[39m 0 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9677
[0mBalanced Accuracy[0m 0.9839
[0m PPV[0m 0.9677
[0m NPV[0m 1.0000
[0m F1[0m 0.9836
[0m Accuracy[0m 0.9836
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.7500
[0m NPV[0m 0.7500
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:33:55[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:33:55[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:33:55[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:33:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:33:58[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m8.03[39m[90m; User: [39m[90m13.13[39m[90m; System: [39m[90m0.33[39m[90m)[39m
[90m[2020-06-29 04:33:58[1m FUN[22m] [39mRunning grid line #31 of 40...
[90m[2020-06-29 04:33:58[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:33:59[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:33:59[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 21 15
[36m[1m 0[22m[39m 9 16
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7000
[0m Specificity[0m 0.5161
[0mBalanced Accuracy[0m 0.6081
[0m PPV[0m 0.5833
[0m NPV[0m 0.6400
[0m F1[0m 0.6364
[0m Accuracy[0m 0.6066
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 0.6667
[0m NPV[0m 0.6000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:34:02[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:34:02[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:34:02[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:34:02[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:34:03[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.38[39m[90m; User: [39m[90m5.93[39m[90m; System: [39m[90m0.33[39m[90m)[39m
[90m[2020-06-29 04:34:03[1m FUN[22m] [39mRunning grid line #32 of 40...
[90m[2020-06-29 04:34:03[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:34:03[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:34:03[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 16 25
[36m[1m 0[22m[39m 15 7
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5161
[0m Specificity[0m 0.2188
[0mBalanced Accuracy[0m 0.3674
[0m PPV[0m 0.3902
[0m NPV[0m 0.3182
[0m F1[0m 0.4444
[0m Accuracy[0m 0.3651
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.3333
[0m PPV[0m 0.3333
[0m NPV[0m 0.3333
[0m F1[0m 0.3333
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:34:06[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:34:07[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:34:07[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:34:08[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:34:09[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m5.81[39m[90m; User: [39m[90m8.92[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 04:34:09[1m FUN[22m] [39mRunning grid line #33 of 40...
[90m[2020-06-29 04:34:09[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:34:09[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 29
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0645
[0mBalanced Accuracy[0m 0.5323
[0m PPV[0m 0.5167
[0m NPV[0m 1.0000
[0m F1[0m 0.6813
[0m Accuracy[0m 0.5323
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 4
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.4286
[0m NPV[0m NA
[0m F1[0m 0.6000
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:34:12[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:34:12[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:34:12[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:34:12[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:34:12[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.50[39m[90m; User: [39m[90m4.46[39m[90m; System: [39m[90m0.25[39m[90m)[39m
[90m[2020-06-29 04:34:12[1m FUN[22m] [39mRunning grid line #34 of 40...
[90m[2020-06-29 04:34:12[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:34:13[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:34:13[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 31
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0312
[0mBalanced Accuracy[0m 0.5156
[0m PPV[0m 0.4918
[0m NPV[0m 1.0000
[0m F1[0m 0.6593
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 3
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.3750
[0m PPV[0m 0.5000
[0m NPV[0m 0.0000
[0m F1[0m 0.6000
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:34:15[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:34:15[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:34:15[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:34:16[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:34:16[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.45[39m[90m; User: [39m[90m4.34[39m[90m; System: [39m[90m0.33[39m[90m)[39m
[90m[2020-06-29 04:34:16[1m FUN[22m] [39mRunning grid line #35 of 40...
[90m[2020-06-29 04:34:16[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:34:16[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 25
[36m[1m 0[22m[39m 3 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9032
[0m Specificity[0m 0.1935
[0mBalanced Accuracy[0m 0.5484
[0m PPV[0m 0.5283
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5484
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.6000
[0m NPV[0m 1.0000
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:34:19[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:34:20[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:34:20[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:34:20[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:34:21[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.50[39m[90m; User: [39m[90m6.47[39m[90m; System: [39m[90m0.28[39m[90m)[39m
[90m[2020-06-29 04:34:21[1m FUN[22m] [39mRunning grid line #36 of 40...
[90m[2020-06-29 04:34:21[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:34:21[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:34:21[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 18 24
[36m[1m 0[22m[39m 13 8
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5806
[0m Specificity[0m 0.2500
[0mBalanced Accuracy[0m 0.4153
[0m PPV[0m 0.4286
[0m NPV[0m 0.3810
[0m F1[0m 0.4932
[0m Accuracy[0m 0.4127
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6000
[0m NPV[0m 1.0000
[0m F1[0m 0.7500
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:34:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:34:24[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:34:24[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:34:25[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:34:25[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.65[39m[90m; User: [39m[90m6.60[39m[90m; System: [39m[90m0.28[39m[90m)[39m
[90m[2020-06-29 04:34:25[1m FUN[22m] [39mRunning grid line #37 of 40...
[90m[2020-06-29 04:34:25[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:34:26[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:34:26[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 14 20
[36m[1m 0[22m[39m 16 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4667
[0m Specificity[0m 0.3750
[0mBalanced Accuracy[0m 0.4208
[0m PPV[0m 0.4118
[0m NPV[0m 0.4286
[0m F1[0m 0.4375
[0m Accuracy[0m 0.4194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 1
[36m[1m 0[22m[39m 4 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.3333
[0m PPV[0m 0.0000
[0m NPV[0m 0.3333
[0m F1[0m NA
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:34:29[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:34:29[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:34:29[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:34:30[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:34:31[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m5.81[39m[90m; User: [39m[90m8.76[39m[90m; System: [39m[90m0.25[39m[90m)[39m
[90m[2020-06-29 04:34:31[1m FUN[22m] [39mRunning grid line #38 of 40...
[90m[2020-06-29 04:34:31[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:34:32[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 9 20
[36m[1m 0[22m[39m 22 11
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2903
[0m Specificity[0m 0.3548
[0mBalanced Accuracy[0m 0.3226
[0m PPV[0m 0.3103
[0m NPV[0m 0.3333
[0m F1[0m 0.3000
[0m Accuracy[0m 0.3226
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 3
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 0.2500
[0mBalanced Accuracy[0m 0.2917
[0m PPV[0m 0.2500
[0m NPV[0m 0.3333
[0m F1[0m 0.2857
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:34:34[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:34:35[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:34:35[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:34:35[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:34:36[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.16[39m[90m; User: [39m[90m5.59[39m[90m; System: [39m[90m0.33[39m[90m)[39m
[90m[2020-06-29 04:34:36[1m FUN[22m] [39mRunning grid line #39 of 40...
[90m[2020-06-29 04:34:36[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:34:36[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:34:36[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 14 17
[36m[1m 0[22m[39m 17 15
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4516
[0m Specificity[0m 0.4688
[0mBalanced Accuracy[0m 0.4602
[0m PPV[0m 0.4516
[0m NPV[0m 0.4688
[0m F1[0m 0.4516
[0m Accuracy[0m 0.4603
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.4000
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:34:39[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:34:39[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:34:39[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:34:39[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:34:40[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.11[39m[90m; User: [39m[90m5.61[39m[90m; System: [39m[90m0.35[39m[90m)[39m
[90m[2020-06-29 04:34:40[1m FUN[22m] [39mRunning grid line #40 of 40...
[90m[2020-06-29 04:34:40[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:34:40[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:34:40[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 20 25
[36m[1m 0[22m[39m 10 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.1935
[0mBalanced Accuracy[0m 0.4301
[0m PPV[0m 0.4444
[0m NPV[0m 0.3750
[0m F1[0m 0.5333
[0m Accuracy[0m 0.4262
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.7500
[0m NPV[0m 0.7500
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:34:43[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:34:43[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:34:43[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:34:44[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:34:44[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.46[39m[90m; User: [39m[90m6.14[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 04:34:50[1m FUN[22m] [39mRunning grid line #1 of 40...
[90m[2020-06-29 04:34:50[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:34:50[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:34:50[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 2
[36m[1m 0[22m[39m 1 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9667
[0m Specificity[0m 0.9375
[0mBalanced Accuracy[0m 0.9521
[0m PPV[0m 0.9355
[0m NPV[0m 0.9677
[0m F1[0m 0.9508
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.7500
[0m NPV[0m 0.7500
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:34:54[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:34:55[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:34:55[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:34:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:34:59[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.06[39m[90m; User: [39m[90m15.25[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 04:34:59[1m FUN[22m] [39mRunning grid line #2 of 40...
[90m[2020-06-29 04:34:59[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:34:59[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:34:59[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 3
[36m[1m 0[22m[39m 2 29
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.9062
[0mBalanced Accuracy[0m 0.9209
[0m PPV[0m 0.9062
[0m NPV[0m 0.9355
[0m F1[0m 0.9206
[0m Accuracy[0m 0.9206
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.8000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:35:04[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:35:05[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:35:05[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:35:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:35:09[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.06[39m[90m; User: [39m[90m17.26[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 04:35:09[1m FUN[22m] [39mRunning grid line #3 of 40...
[90m[2020-06-29 04:35:09[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:35:09[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:35:09[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 9
[36m[1m 0[22m[39m 2 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.7273
[0mBalanced Accuracy[0m 0.8314
[0m PPV[0m 0.7632
[0m NPV[0m 0.9231
[0m F1[0m 0.8406
[0m Accuracy[0m 0.8281
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6000
[0m NPV[0m 1.0000
[0m F1[0m 0.7500
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:35:14[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:35:14[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:35:14[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:35:17[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:35:18[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.05[39m[90m; User: [39m[90m14.87[39m[90m; System: [39m[90m0.48[39m[90m)[39m
[90m[2020-06-29 04:35:18[1m FUN[22m] [39mRunning grid line #4 of 40...
[90m[2020-06-29 04:35:18[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:35:18[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:35:19[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 27 10
[36m[1m 0[22m[39m 3 22
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9000
[0m Specificity[0m 0.6875
[0mBalanced Accuracy[0m 0.7938
[0m PPV[0m 0.7297
[0m NPV[0m 0.8800
[0m F1[0m 0.8060
[0m Accuracy[0m 0.7903
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:35:22[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:35:23[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:35:23[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:35:24[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:35:25[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m6.98[39m[90m; User: [39m[90m11.14[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 04:35:25[1m FUN[22m] [39mRunning grid line #5 of 40...
[90m[2020-06-29 04:35:25[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:35:25[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:35:26[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 26 4
[36m[1m 0[22m[39m 5 29
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8387
[0m Specificity[0m 0.8788
[0mBalanced Accuracy[0m 0.8587
[0m PPV[0m 0.8667
[0m NPV[0m 0.8529
[0m F1[0m 0.8525
[0m Accuracy[0m 0.8594
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.4000
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:35:30[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:35:31[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:35:31[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:35:33[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:35:35[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.63[39m[90m; User: [39m[90m15.95[39m[90m; System: [39m[90m0.64[39m[90m)[39m
[90m[2020-06-29 04:35:35[1m FUN[22m] [39mRunning grid line #6 of 40...
[90m[2020-06-29 04:35:35[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:35:35[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:35:35[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 13
[36m[1m 0[22m[39m 3 19
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9032
[0m Specificity[0m 0.5938
[0mBalanced Accuracy[0m 0.7485
[0m PPV[0m 0.6829
[0m NPV[0m 0.8636
[0m F1[0m 0.7778
[0m Accuracy[0m 0.7460
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:35:40[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:35:40[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:35:41[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:35:43[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:35:45[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.76[39m[90m; User: [39m[90m16.57[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 04:35:45[1m FUN[22m] [39mRunning grid line #7 of 40...
[90m[2020-06-29 04:35:45[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:35:45[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:35:45[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 11
[36m[1m 0[22m[39m 1 22
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9667
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8167
[0m PPV[0m 0.7250
[0m NPV[0m 0.9565
[0m F1[0m 0.8286
[0m Accuracy[0m 0.8095
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5417
[0m PPV[0m 0.6000
[0m NPV[0m 0.5000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:35:49[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:35:50[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:35:50[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:35:54[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:35:56[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.75[39m[90m; User: [39m[90m16.72[39m[90m; System: [39m[90m0.52[39m[90m)[39m
[90m[2020-06-29 04:35:56[1m FUN[22m] [39mRunning grid line #8 of 40...
[90m[2020-06-29 04:35:56[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:35:56[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:35:56[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 26 9
[36m[1m 0[22m[39m 5 23
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8387
[0m Specificity[0m 0.7188
[0mBalanced Accuracy[0m 0.7787
[0m PPV[0m 0.7429
[0m NPV[0m 0.8214
[0m F1[0m 0.7879
[0m Accuracy[0m 0.7778
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 3
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.2500
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:36:02[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:36:02[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:36:02[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:36:05[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:36:07[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.75[39m[90m; User: [39m[90m16.61[39m[90m; System: [39m[90m0.45[39m[90m)[39m
[90m[2020-06-29 04:36:07[1m FUN[22m] [39mRunning grid line #9 of 40...
[90m[2020-06-29 04:36:07[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:36:07[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:36:07[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 11
[36m[1m 0[22m[39m 2 22
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8011
[0m PPV[0m 0.7250
[0m NPV[0m 0.9167
[0m F1[0m 0.8169
[0m Accuracy[0m 0.7969
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:36:11[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:36:12[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:36:13[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:36:16[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:36:18[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.80[39m[90m; User: [39m[90m17.54[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 04:36:18[1m FUN[22m] [39mRunning grid line #10 of 40...
[90m[2020-06-29 04:36:18[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:36:18[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:36:18[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 13
[36m[1m 0[22m[39m 2 19
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9333
[0m Specificity[0m 0.5938
[0mBalanced Accuracy[0m 0.7635
[0m PPV[0m 0.6829
[0m NPV[0m 0.9048
[0m F1[0m 0.7887
[0m Accuracy[0m 0.7581
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:36:22[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:36:23[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:36:23[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:36:25[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:36:27[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.89[39m[90m; User: [39m[90m14.62[39m[90m; System: [39m[90m0.46[39m[90m)[39m
[90m[2020-06-29 04:36:27[1m FUN[22m] [39mRunning grid line #11 of 40...
[90m[2020-06-29 04:36:27[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:36:27[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:36:27[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 2
[36m[1m 0[22m[39m 1 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9667
[0m Specificity[0m 0.9375
[0mBalanced Accuracy[0m 0.9521
[0m PPV[0m 0.9355
[0m NPV[0m 0.9677
[0m F1[0m 0.9508
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.7500
[0m NPV[0m 0.7500
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:36:32[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:36:33[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:36:33[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:36:37[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:36:39[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.39[39m[90m; User: [39m[90m21.62[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 04:36:39[1m FUN[22m] [39mRunning grid line #12 of 40...
[90m[2020-06-29 04:36:39[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:36:39[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:36:40[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 0
[36m[1m 0[22m[39m 0 32
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:36:44[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:36:45[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:36:45[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:36:48[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:36:50[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.65[39m[90m; User: [39m[90m17.83[39m[90m; System: [39m[90m0.57[39m[90m)[39m
[90m[2020-06-29 04:36:50[1m FUN[22m] [39mRunning grid line #13 of 40...
[90m[2020-06-29 04:36:50[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:36:50[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:36:50[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 0
[36m[1m 0[22m[39m 0 33
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6000
[0m NPV[0m 1.0000
[0m F1[0m 0.7500
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:36:56[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:36:57[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:36:57[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:37:01[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:37:04[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.24[39m[90m minutes ([39m[90mReal: [39m[90m14.45[39m[90m; User: [39m[90m25.55[39m[90m; System: [39m[90m0.75[39m[90m)[39m
[90m[2020-06-29 04:37:04[1m FUN[22m] [39mRunning grid line #14 of 40...
[90m[2020-06-29 04:37:05[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:37:05[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:37:05[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 10
[36m[1m 0[22m[39m 1 22
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9667
[0m Specificity[0m 0.6875
[0mBalanced Accuracy[0m 0.8271
[0m PPV[0m 0.7436
[0m NPV[0m 0.9565
[0m F1[0m 0.8406
[0m Accuracy[0m 0.8226
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 0.6000
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:37:10[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:37:10[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:37:11[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:37:13[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:37:15[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.75[39m[90m; User: [39m[90m18.75[39m[90m; System: [39m[90m0.47[39m[90m)[39m
[90m[2020-06-29 04:37:15[1m FUN[22m] [39mRunning grid line #15 of 40...
[90m[2020-06-29 04:37:15[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:37:15[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:37:16[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 0
[36m[1m 0[22m[39m 1 33
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9839
[0m PPV[0m 1.0000
[0m NPV[0m 0.9706
[0m F1[0m 0.9836
[0m Accuracy[0m 0.9844
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 1.0000
[0m NPV[0m 0.6000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:37:21[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:37:22[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:37:23[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:37:26[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:37:29[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.22[39m[90m minutes ([39m[90mReal: [39m[90m13.28[39m[90m; User: [39m[90m23.55[39m[90m; System: [39m[90m0.43[39m[90m)[39m
[90m[2020-06-29 04:37:29[1m FUN[22m] [39mRunning grid line #16 of 40...
[90m[2020-06-29 04:37:29[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:37:29[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:37:29[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 2
[36m[1m 0[22m[39m 2 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.9375
[0mBalanced Accuracy[0m 0.9365
[0m PPV[0m 0.9355
[0m NPV[0m 0.9375
[0m F1[0m 0.9355
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.6000
[0m NPV[0m 1.0000
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:37:36[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:37:37[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:37:37[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:37:40[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:37:44[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.26[39m[90m minutes ([39m[90mReal: [39m[90m15.61[39m[90m; User: [39m[90m25.88[39m[90m; System: [39m[90m0.47[39m[90m)[39m
[90m[2020-06-29 04:37:44[1m FUN[22m] [39mRunning grid line #17 of 40...
[90m[2020-06-29 04:37:45[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:37:45[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:37:45[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 7
[36m[1m 0[22m[39m 1 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9667
[0m Specificity[0m 0.7879
[0mBalanced Accuracy[0m 0.8773
[0m PPV[0m 0.8056
[0m NPV[0m 0.9630
[0m F1[0m 0.8788
[0m Accuracy[0m 0.8730
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5417
[0m PPV[0m 0.6000
[0m NPV[0m 0.5000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:37:50[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:37:51[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:37:51[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:37:54[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:37:57[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m11.99[39m[90m; User: [39m[90m18.86[39m[90m; System: [39m[90m0.60[39m[90m)[39m
[90m[2020-06-29 04:37:57[1m FUN[22m] [39mRunning grid line #18 of 40...
[90m[2020-06-29 04:37:57[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:37:57[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:37:57[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 9
[36m[1m 0[22m[39m 1 23
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 0.7188
[0mBalanced Accuracy[0m 0.8432
[0m PPV[0m 0.7692
[0m NPV[0m 0.9583
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8413
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 3
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.2500
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:38:02[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:38:03[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:38:03[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:38:05[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:38:07[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.69[39m[90m; User: [39m[90m16.29[39m[90m; System: [39m[90m0.61[39m[90m)[39m
[90m[2020-06-29 04:38:07[1m FUN[22m] [39mRunning grid line #19 of 40...
[90m[2020-06-29 04:38:07[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:38:07[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:38:08[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 3
[36m[1m 0[22m[39m 0 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9091
[0mBalanced Accuracy[0m 0.9545
[0m PPV[0m 0.9118
[0m NPV[0m 1.0000
[0m F1[0m 0.9538
[0m Accuracy[0m 0.9531
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:38:13[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:38:14[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:38:14[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:38:16[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:38:18[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.36[39m[90m; User: [39m[90m16[39m[90m; System: [39m[90m0.60[39m[90m)[39m
[90m[2020-06-29 04:38:18[1m FUN[22m] [39mRunning grid line #20 of 40...
[90m[2020-06-29 04:38:18[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:38:18[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:38:18[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 1
[36m[1m 0[22m[39m 0 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9688
[0mBalanced Accuracy[0m 0.9844
[0m PPV[0m 0.9677
[0m NPV[0m 1.0000
[0m F1[0m 0.9836
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:38:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:38:25[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:38:25[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:38:28[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:38:31[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.79[39m[90m; User: [39m[90m21.84[39m[90m; System: [39m[90m0.59[39m[90m)[39m
[90m[2020-06-29 04:38:31[1m FUN[22m] [39mRunning grid line #21 of 40...
[90m[2020-06-29 04:38:31[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:38:31[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:38:31[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 1
[36m[1m 0[22m[39m 0 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9688
[0mBalanced Accuracy[0m 0.9844
[0m PPV[0m 0.9677
[0m NPV[0m 1.0000
[0m F1[0m 0.9836
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 0.6000
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:38:35[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:38:36[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:38:36[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:38:37[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:38:38[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.45[39m[90m; User: [39m[90m11.85[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 04:38:38[1m FUN[22m] [39mRunning grid line #22 of 40...
[90m[2020-06-29 04:38:38[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:38:38[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:38:39[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 0
[36m[1m 0[22m[39m 2 32
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9677
[0m PPV[0m 1.0000
[0m NPV[0m 0.9412
[0m F1[0m 0.9667
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.8000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:38:42[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:38:43[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:38:43[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:38:44[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:38:45[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.53[39m[90m; User: [39m[90m10.28[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 04:38:45[1m FUN[22m] [39mRunning grid line #23 of 40...
[90m[2020-06-29 04:38:45[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:38:45[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:38:45[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 3
[36m[1m 0[22m[39m 1 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 0.9091
[0mBalanced Accuracy[0m 0.9384
[0m PPV[0m 0.9091
[0m NPV[0m 0.9677
[0m F1[0m 0.9375
[0m Accuracy[0m 0.9375
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6000
[0m NPV[0m 1.0000
[0m F1[0m 0.7500
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:38:48[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:38:49[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:38:49[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:38:49[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:38:50[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m5.09[39m[90m; User: [39m[90m7.23[39m[90m; System: [39m[90m0.32[39m[90m)[39m
[90m[2020-06-29 04:38:50[1m FUN[22m] [39mRunning grid line #24 of 40...
[90m[2020-06-29 04:38:50[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:38:50[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:38:51[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 2
[36m[1m 0[22m[39m 1 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9667
[0m Specificity[0m 0.9375
[0mBalanced Accuracy[0m 0.9521
[0m PPV[0m 0.9355
[0m NPV[0m 0.9677
[0m F1[0m 0.9508
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.7500
[0m NPV[0m 0.7500
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:38:55[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:38:56[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:38:56[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:38:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:38:59[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.80[39m[90m; User: [39m[90m14.38[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 04:38:59[1m FUN[22m] [39mRunning grid line #25 of 40...
[90m[2020-06-29 04:38:59[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:38:59[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:38:59[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 0
[36m[1m 0[22m[39m 2 33
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9677
[0m PPV[0m 1.0000
[0m NPV[0m 0.9429
[0m F1[0m 0.9667
[0m Accuracy[0m 0.9688
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 1.0000
[0m NPV[0m 0.6000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:39:03[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:39:04[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:39:04[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:39:05[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:39:06[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.34[39m[90m; User: [39m[90m11.32[39m[90m; System: [39m[90m0.31[39m[90m)[39m
[90m[2020-06-29 04:39:07[1m FUN[22m] [39mRunning grid line #26 of 40...
[90m[2020-06-29 04:39:07[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:39:07[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:39:07[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 2
[36m[1m 0[22m[39m 0 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9375
[0mBalanced Accuracy[0m 0.9688
[0m PPV[0m 0.9394
[0m NPV[0m 1.0000
[0m F1[0m 0.9688
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.5000
[0m NPV[0m 0.6667
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:39:12[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:39:13[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:39:13[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:39:15[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:39:17[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m9.92[39m[90m; User: [39m[90m16.75[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 04:39:17[1m FUN[22m] [39mRunning grid line #27 of 40...
[90m[2020-06-29 04:39:17[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:39:17[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:39:17[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 3
[36m[1m 0[22m[39m 0 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9091
[0mBalanced Accuracy[0m 0.9545
[0m PPV[0m 0.9091
[0m NPV[0m 1.0000
[0m F1[0m 0.9524
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:39:21[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:39:21[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:39:21[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:39:23[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:39:24[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.67[39m[90m; User: [39m[90m12.31[39m[90m; System: [39m[90m0.55[39m[90m)[39m
[90m[2020-06-29 04:39:24[1m FUN[22m] [39mRunning grid line #28 of 40...
[90m[2020-06-29 04:39:24[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:39:24[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:39:25[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 1
[36m[1m 0[22m[39m 2 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.9688
[0mBalanced Accuracy[0m 0.9521
[0m PPV[0m 0.9667
[0m NPV[0m 0.9394
[0m F1[0m 0.9508
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 3
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.2500
[0mBalanced Accuracy[0m 0.4583
[0m PPV[0m 0.4000
[0m NPV[0m 0.5000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:39:29[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:39:29[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:39:29[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:39:31[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:39:32[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m8.03[39m[90m; User: [39m[90m13.09[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 04:39:32[1m FUN[22m] [39mRunning grid line #29 of 40...
[90m[2020-06-29 04:39:33[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:39:33[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:39:33[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 4
[36m[1m 0[22m[39m 0 29
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8788
[0mBalanced Accuracy[0m 0.9394
[0m PPV[0m 0.8857
[0m NPV[0m 1.0000
[0m F1[0m 0.9394
[0m Accuracy[0m 0.9375
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:39:37[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:39:37[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:39:37[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:39:39[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:39:40[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.45[39m[90m; User: [39m[90m12.14[39m[90m; System: [39m[90m0.30[39m[90m)[39m
[90m[2020-06-29 04:39:40[1m FUN[22m] [39mRunning grid line #30 of 40...
[90m[2020-06-29 04:39:40[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:39:40[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:39:40[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 4
[36m[1m 0[22m[39m 1 28
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9667
[0m Specificity[0m 0.8750
[0mBalanced Accuracy[0m 0.9208
[0m PPV[0m 0.8788
[0m NPV[0m 0.9655
[0m F1[0m 0.9206
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:39:44[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:39:44[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:39:44[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:39:46[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:39:47[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.67[39m[90m; User: [39m[90m10.51[39m[90m; System: [39m[90m0.27[39m[90m)[39m
[90m[2020-06-29 04:39:47[1m FUN[22m] [39mRunning grid line #31 of 40...
[90m[2020-06-29 04:39:47[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:39:47[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:39:47[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 28
[36m[1m 0[22m[39m 19 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3667
[0m Specificity[0m 0.1250
[0mBalanced Accuracy[0m 0.2458
[0m PPV[0m 0.2821
[0m NPV[0m 0.1739
[0m F1[0m 0.3188
[0m Accuracy[0m 0.2419
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 3
[36m[1m 0[22m[39m 3 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 0.2500
[0mBalanced Accuracy[0m 0.2500
[0m PPV[0m 0.2500
[0m NPV[0m 0.2500
[0m F1[0m 0.2500
[0m Accuracy[0m 0.2500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:39:50[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:39:50[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:39:50[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:39:50[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:39:51[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.68[39m[90m; User: [39m[90m4.79[39m[90m; System: [39m[90m0.18[39m[90m)[39m
[90m[2020-06-29 04:39:51[1m FUN[22m] [39mRunning grid line #32 of 40...
[90m[2020-06-29 04:39:51[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:39:51[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:39:51[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 18 30
[36m[1m 0[22m[39m 13 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5806
[0m Specificity[0m 0.0625
[0mBalanced Accuracy[0m 0.3216
[0m PPV[0m 0.3750
[0m NPV[0m 0.1333
[0m F1[0m 0.4557
[0m Accuracy[0m 0.3175
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 3
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.2500
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:39:54[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:39:54[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:39:54[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:39:55[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:39:56[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.98[39m[90m; User: [39m[90m7.21[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 04:39:56[1m FUN[22m] [39mRunning grid line #33 of 40...
[90m[2020-06-29 04:39:56[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:39:56[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:39:56[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 32
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0303
[0mBalanced Accuracy[0m 0.5152
[0m PPV[0m 0.4921
[0m NPV[0m 1.0000
[0m F1[0m 0.6596
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 3
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m NA
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:39:59[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:39:59[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:39:59[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:39:59[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:39:59[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.62[39m[90m; User: [39m[90m4.83[39m[90m; System: [39m[90m0.23[39m[90m)[39m
[90m[2020-06-29 04:39:59[1m FUN[22m] [39mRunning grid line #34 of 40...
[90m[2020-06-29 04:40:00[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:40:00[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:40:00[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 29 32
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5167
[0m PPV[0m 1.0000
[0m NPV[0m 0.5246
[0m F1[0m 0.0645
[0m Accuracy[0m 0.5323
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 1
[36m[1m 0[22m[39m 4 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.3750
[0m PPV[0m 0.0000
[0m NPV[0m 0.4286
[0m F1[0m NA
[0m Accuracy[0m 0.3750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:40:02[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:40:02[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:40:02[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:40:02[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:40:03[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.05[39m[90m minutes ([39m[90mReal: [39m[90m2.99[39m[90m; User: [39m[90m3.42[39m[90m; System: [39m[90m0.29[39m[90m)[39m
[90m[2020-06-29 04:40:03[1m FUN[22m] [39mRunning grid line #35 of 40...
[90m[2020-06-29 04:40:03[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:40:03[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:40:03[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 13 30
[36m[1m 0[22m[39m 18 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4194
[0m Specificity[0m 0.0909
[0mBalanced Accuracy[0m 0.2551
[0m PPV[0m 0.3023
[0m NPV[0m 0.1429
[0m F1[0m 0.3514
[0m Accuracy[0m 0.2500
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.3333
[0m PPV[0m 0.3333
[0m NPV[0m 0.3333
[0m F1[0m 0.3333
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:40:06[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:40:06[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:40:06[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:40:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:40:07[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.61[39m[90m; User: [39m[90m6.56[39m[90m; System: [39m[90m0.37[39m[90m)[39m
[90m[2020-06-29 04:40:07[1m FUN[22m] [39mRunning grid line #36 of 40...
[90m[2020-06-29 04:40:07[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:40:07[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:40:08[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 18 11
[36m[1m 0[22m[39m 13 21
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5806
[0m Specificity[0m 0.6562
[0mBalanced Accuracy[0m 0.6184
[0m PPV[0m 0.6207
[0m NPV[0m 0.6176
[0m F1[0m 0.6000
[0m Accuracy[0m 0.6190
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:40:11[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:40:11[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:40:11[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:40:11[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:40:12[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.39[39m[90m; User: [39m[90m5.86[39m[90m; System: [39m[90m0.27[39m[90m)[39m
[90m[2020-06-29 04:40:12[1m FUN[22m] [39mRunning grid line #37 of 40...
[90m[2020-06-29 04:40:12[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:40:12[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:40:12[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 22 28
[36m[1m 0[22m[39m 8 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7333
[0m Specificity[0m 0.1515
[0mBalanced Accuracy[0m 0.4424
[0m PPV[0m 0.4400
[0m NPV[0m 0.3846
[0m F1[0m 0.5500
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 3
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5714
[0m NPV[0m NA
[0m F1[0m 0.7273
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:40:15[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:40:15[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:40:15[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:40:15[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:40:15[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.53[39m[90m; User: [39m[90m4.61[39m[90m; System: [39m[90m0.13[39m[90m)[39m
[90m[2020-06-29 04:40:15[1m FUN[22m] [39mRunning grid line #38 of 40...
[90m[2020-06-29 04:40:16[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:40:16[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:40:16[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 15 3
[36m[1m 0[22m[39m 16 29
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4839
[0m Specificity[0m 0.9062
[0mBalanced Accuracy[0m 0.6951
[0m PPV[0m 0.8333
[0m NPV[0m 0.6444
[0m F1[0m 0.6122
[0m Accuracy[0m 0.6984
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.4167
[0m PPV[0m 0.3333
[0m NPV[0m 0.5000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:40:19[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:40:19[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:40:19[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:40:20[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:40:20[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.83[39m[90m; User: [39m[90m7.11[39m[90m; System: [39m[90m0.19[39m[90m)[39m
[90m[2020-06-29 04:40:20[1m FUN[22m] [39mRunning grid line #39 of 40...
[90m[2020-06-29 04:40:20[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:40:21[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:40:21[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 30
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.0909
[0mBalanced Accuracy[0m 0.5132
[0m PPV[0m 0.4915
[0m NPV[0m 0.6000
[0m F1[0m 0.6444
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 3
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m NA
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:40:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:40:24[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:40:24[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:40:24[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:40:25[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.16[39m[90m; User: [39m[90m5.70[39m[90m; System: [39m[90m0.18[39m[90m)[39m
[90m[2020-06-29 04:40:25[1m FUN[22m] [39mRunning grid line #40 of 40...
[90m[2020-06-29 04:40:25[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:40:25[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:40:25[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 28
[36m[1m 0[22m[39m 1 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9667
[0m Specificity[0m 0.1250
[0mBalanced Accuracy[0m 0.5458
[0m PPV[0m 0.5088
[0m NPV[0m 0.8000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5323
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 4
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m NA
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:40:28[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:40:28[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:40:28[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:40:28[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:40:29[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.81[39m[90m; User: [39m[90m5.11[39m[90m; System: [39m[90m0.37[39m[90m)[39m
[90m[2020-06-29 04:40:34[1m FUN[22m] [39mRunning grid line #1 of 40...
[90m[2020-06-29 04:40:34[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:40:34[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 7
[36m[1m 0[22m[39m 2 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.7742
[0mBalanced Accuracy[0m 0.8548
[0m PPV[0m 0.8056
[0m NPV[0m 0.9231
[0m F1[0m 0.8657
[0m Accuracy[0m 0.8548
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:40:38[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:40:39[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:40:39[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:40:41[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:40:42[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.71[39m[90m; User: [39m[90m14.48[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 04:40:42[1m FUN[22m] [39mRunning grid line #2 of 40...
[90m[2020-06-29 04:40:42[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:40:43[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 13
[36m[1m 0[22m[39m 1 19
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9688
[0m Specificity[0m 0.5938
[0mBalanced Accuracy[0m 0.7812
[0m PPV[0m 0.7045
[0m NPV[0m 0.9500
[0m F1[0m 0.8158
[0m Accuracy[0m 0.7812
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:40:47[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:40:47[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:40:47[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:40:50[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:40:51[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.53[39m[90m; User: [39m[90m14.26[39m[90m; System: [39m[90m0.52[39m[90m)[39m
[90m[2020-06-29 04:40:51[1m FUN[22m] [39mRunning grid line #3 of 40...
[90m[2020-06-29 04:40:51[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:40:51[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 8
[36m[1m 0[22m[39m 2 23
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.7419
[0mBalanced Accuracy[0m 0.8387
[0m PPV[0m 0.7838
[0m NPV[0m 0.9200
[0m F1[0m 0.8529
[0m Accuracy[0m 0.8387
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:40:55[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:40:56[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:40:56[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:40:58[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:41:00[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.64[39m[90m; User: [39m[90m14.25[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 04:41:00[1m FUN[22m] [39mRunning grid line #4 of 40...
[90m[2020-06-29 04:41:00[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:41:00[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 11
[36m[1m 0[22m[39m 1 21
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9688
[0m Specificity[0m 0.6562
[0mBalanced Accuracy[0m 0.8125
[0m PPV[0m 0.7381
[0m NPV[0m 0.9545
[0m F1[0m 0.8378
[0m Accuracy[0m 0.8125
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6667
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:41:04[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:41:05[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:41:05[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:41:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:41:09[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.68[39m[90m; User: [39m[90m14.58[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 04:41:09[1m FUN[22m] [39mRunning grid line #5 of 40...
[90m[2020-06-29 04:41:09[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:41:09[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 12
[36m[1m 0[22m[39m 1 19
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 0.6129
[0mBalanced Accuracy[0m 0.7903
[0m PPV[0m 0.7143
[0m NPV[0m 0.9500
[0m F1[0m 0.8219
[0m Accuracy[0m 0.7903
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 2
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:41:13[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:41:14[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:41:14[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:41:16[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:41:18[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.28[39m[90m; User: [39m[90m15.90[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 04:41:18[1m FUN[22m] [39mRunning grid line #6 of 40...
[90m[2020-06-29 04:41:18[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:41:18[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 6
[36m[1m 0[22m[39m 2 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9375
[0m Specificity[0m 0.8125
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.8333
[0m NPV[0m 0.9286
[0m F1[0m 0.8824
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:41:22[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:41:23[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:41:23[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:41:25[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:41:26[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.86[39m[90m; User: [39m[90m12.99[39m[90m; System: [39m[90m0.38[39m[90m)[39m
[90m[2020-06-29 04:41:26[1m FUN[22m] [39mRunning grid line #7 of 40...
[90m[2020-06-29 04:41:26[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:41:26[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 27 2
[36m[1m 0[22m[39m 5 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8438
[0m Specificity[0m 0.9375
[0mBalanced Accuracy[0m 0.8906
[0m PPV[0m 0.9310
[0m NPV[0m 0.8571
[0m F1[0m 0.8852
[0m Accuracy[0m 0.8906
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 3
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.3333
[0m PPV[0m 0.4000
[0m NPV[0m 0.0000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:41:30[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:41:31[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:41:31[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:41:34[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:41:35[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.36[39m[90m; User: [39m[90m15.40[39m[90m; System: [39m[90m0.56[39m[90m)[39m
[90m[2020-06-29 04:41:35[1m FUN[22m] [39mRunning grid line #8 of 40...
[90m[2020-06-29 04:41:35[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:41:36[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 26 4
[36m[1m 0[22m[39m 5 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8387
[0m Specificity[0m 0.8710
[0mBalanced Accuracy[0m 0.8548
[0m PPV[0m 0.8667
[0m NPV[0m 0.8438
[0m F1[0m 0.8525
[0m Accuracy[0m 0.8548
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 0.6667
[0m NPV[0m 0.6000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:41:40[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:41:40[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:41:40[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:41:42[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:41:44[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.33[39m[90m; User: [39m[90m13.97[39m[90m; System: [39m[90m0.45[39m[90m)[39m
[90m[2020-06-29 04:41:44[1m FUN[22m] [39mRunning grid line #9 of 40...
[90m[2020-06-29 04:41:44[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:41:44[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 12
[36m[1m 0[22m[39m 1 20
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9688
[0m Specificity[0m 0.6250
[0mBalanced Accuracy[0m 0.7969
[0m PPV[0m 0.7209
[0m NPV[0m 0.9524
[0m F1[0m 0.8267
[0m Accuracy[0m 0.7969
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:41:48[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:41:48[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:41:49[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:41:50[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:41:52[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.66[39m[90m; User: [39m[90m12.69[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 04:41:52[1m FUN[22m] [39mRunning grid line #10 of 40...
[90m[2020-06-29 04:41:52[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:41:52[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 7
[36m[1m 0[22m[39m 0 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7742
[0mBalanced Accuracy[0m 0.8871
[0m PPV[0m 0.8158
[0m NPV[0m 1.0000
[0m F1[0m 0.8986
[0m Accuracy[0m 0.8871
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 3
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.2500
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.6000
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:41:55[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:41:56[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:41:56[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:41:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:41:58[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.59[39m[90m; User: [39m[90m10.69[39m[90m; System: [39m[90m0.33[39m[90m)[39m
[90m[2020-06-29 04:41:58[1m FUN[22m] [39mRunning grid line #11 of 40...
[90m[2020-06-29 04:41:58[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:41:59[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 3
[36m[1m 0[22m[39m 2 28
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.9032
[0mBalanced Accuracy[0m 0.9194
[0m PPV[0m 0.9062
[0m NPV[0m 0.9333
[0m F1[0m 0.9206
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:42:03[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:42:05[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:42:05[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:42:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:42:09[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m11.04[39m[90m; User: [39m[90m19.31[39m[90m; System: [39m[90m0.54[39m[90m)[39m
[90m[2020-06-29 04:42:09[1m FUN[22m] [39mRunning grid line #12 of 40...
[90m[2020-06-29 04:42:10[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:42:10[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 0
[36m[1m 0[22m[39m 1 32
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9688
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9844
[0m PPV[0m 1.0000
[0m NPV[0m 0.9697
[0m F1[0m 0.9841
[0m Accuracy[0m 0.9844
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:42:14[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:42:15[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:42:15[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:42:17[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:42:19[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.59[39m[90m; User: [39m[90m16.51[39m[90m; System: [39m[90m0.45[39m[90m)[39m
[90m[2020-06-29 04:42:19[1m FUN[22m] [39mRunning grid line #13 of 40...
[90m[2020-06-29 04:42:19[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:42:19[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 2
[36m[1m 0[22m[39m 1 29
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 0.9355
[0mBalanced Accuracy[0m 0.9516
[0m PPV[0m 0.9375
[0m NPV[0m 0.9667
[0m F1[0m 0.9524
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.8000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:42:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:42:24[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:42:24[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:42:26[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:42:28[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.86[39m[90m; User: [39m[90m14.78[39m[90m; System: [39m[90m0.58[39m[90m)[39m
[90m[2020-06-29 04:42:28[1m FUN[22m] [39mRunning grid line #14 of 40...
[90m[2020-06-29 04:42:28[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:42:28[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 3
[36m[1m 0[22m[39m 1 29
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9688
[0m Specificity[0m 0.9062
[0mBalanced Accuracy[0m 0.9375
[0m PPV[0m 0.9118
[0m NPV[0m 0.9667
[0m F1[0m 0.9394
[0m Accuracy[0m 0.9375
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6667
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:42:33[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:42:34[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:42:34[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:42:36[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:42:38[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.22[39m[90m; User: [39m[90m16.88[39m[90m; System: [39m[90m0.60[39m[90m)[39m
[90m[2020-06-29 04:42:38[1m FUN[22m] [39mRunning grid line #15 of 40...
[90m[2020-06-29 04:42:39[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:42:39[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 7
[36m[1m 0[22m[39m 1 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 0.7742
[0mBalanced Accuracy[0m 0.8710
[0m PPV[0m 0.8108
[0m NPV[0m 0.9600
[0m F1[0m 0.8824
[0m Accuracy[0m 0.8710
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 0.6000
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:42:43[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:42:43[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:42:43[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:42:45[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:42:46[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.50[39m[90m; User: [39m[90m12.22[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 04:42:46[1m FUN[22m] [39mRunning grid line #16 of 40...
[90m[2020-06-29 04:42:46[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:42:46[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 0
[36m[1m 0[22m[39m 3 32
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9062
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9531
[0m PPV[0m 1.0000
[0m NPV[0m 0.9143
[0m F1[0m 0.9508
[0m Accuracy[0m 0.9531
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:42:51[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:42:52[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:42:52[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:42:54[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:42:56[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.23[39m[90m; User: [39m[90m17.69[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 04:42:57[1m FUN[22m] [39mRunning grid line #17 of 40...
[90m[2020-06-29 04:42:57[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:42:57[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 2
[36m[1m 0[22m[39m 2 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9375
[0m Specificity[0m 0.9375
[0mBalanced Accuracy[0m 0.9375
[0m PPV[0m 0.9375
[0m NPV[0m 0.9375
[0m F1[0m 0.9375
[0m Accuracy[0m 0.9375
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 3
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m NA
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:43:02[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:43:02[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:43:03[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:43:05[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:43:07[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.83[39m[90m; User: [39m[90m18.75[39m[90m; System: [39m[90m0.55[39m[90m)[39m
[90m[2020-06-29 04:43:07[1m FUN[22m] [39mRunning grid line #18 of 40...
[90m[2020-06-29 04:43:07[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:43:08[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 0
[36m[1m 0[22m[39m 2 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9677
[0m PPV[0m 1.0000
[0m NPV[0m 0.9394
[0m F1[0m 0.9667
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.7500
[0m NPV[0m 0.7500
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:43:13[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:43:14[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:43:14[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:43:17[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:43:20[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.37[39m[90m; User: [39m[90m21.45[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 04:43:20[1m FUN[22m] [39mRunning grid line #19 of 40...
[90m[2020-06-29 04:43:20[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:43:20[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 12
[36m[1m 0[22m[39m 1 20
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9688
[0m Specificity[0m 0.6250
[0mBalanced Accuracy[0m 0.7969
[0m PPV[0m 0.7209
[0m NPV[0m 0.9524
[0m F1[0m 0.8267
[0m Accuracy[0m 0.7969
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:43:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:43:24[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:43:25[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:43:26[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:43:28[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.60[39m[90m; User: [39m[90m12.50[39m[90m; System: [39m[90m0.28[39m[90m)[39m
[90m[2020-06-29 04:43:28[1m FUN[22m] [39mRunning grid line #20 of 40...
[90m[2020-06-29 04:43:28[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:43:28[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 5
[36m[1m 0[22m[39m 1 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 0.8387
[0mBalanced Accuracy[0m 0.9032
[0m PPV[0m 0.8571
[0m NPV[0m 0.9630
[0m F1[0m 0.9091
[0m Accuracy[0m 0.9032
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 3
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.2500
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.6000
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:43:32[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:43:32[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:43:33[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:43:34[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:43:36[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.90[39m[90m; User: [39m[90m12.75[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 04:43:36[1m FUN[22m] [39mRunning grid line #21 of 40...
[90m[2020-06-29 04:43:36[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:43:36[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 0
[36m[1m 0[22m[39m 1 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9839
[0m PPV[0m 1.0000
[0m NPV[0m 0.9688
[0m F1[0m 0.9836
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:43:40[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:43:41[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:43:41[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:43:42[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:43:44[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.25[39m[90m; User: [39m[90m13.67[39m[90m; System: [39m[90m0.31[39m[90m)[39m
[90m[2020-06-29 04:43:44[1m FUN[22m] [39mRunning grid line #22 of 40...
[90m[2020-06-29 04:43:44[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:43:44[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 0
[36m[1m 0[22m[39m 1 32
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9688
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9844
[0m PPV[0m 1.0000
[0m NPV[0m 0.9697
[0m F1[0m 0.9841
[0m Accuracy[0m 0.9844
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:43:48[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:43:49[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:43:49[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:43:50[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:43:52[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.78[39m[90m; User: [39m[90m12.70[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 04:43:52[1m FUN[22m] [39mRunning grid line #23 of 40...
[90m[2020-06-29 04:43:52[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:43:52[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 4
[36m[1m 0[22m[39m 0 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8710
[0mBalanced Accuracy[0m 0.9355
[0m PPV[0m 0.8857
[0m NPV[0m 1.0000
[0m F1[0m 0.9394
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.7500
[0m NPV[0m 0.7500
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:43:55[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:43:56[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:43:56[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:43:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:43:58[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m5.78[39m[90m; User: [39m[90m8.92[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 04:43:58[1m FUN[22m] [39mRunning grid line #24 of 40...
[90m[2020-06-29 04:43:58[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:43:58[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 0
[36m[1m 0[22m[39m 2 32
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9375
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9688
[0m PPV[0m 1.0000
[0m NPV[0m 0.9412
[0m F1[0m 0.9677
[0m Accuracy[0m 0.9688
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:44:02[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:44:03[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:44:03[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:44:04[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:44:05[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.29[39m[90m; User: [39m[90m11.97[39m[90m; System: [39m[90m0.46[39m[90m)[39m
[90m[2020-06-29 04:44:05[1m FUN[22m] [39mRunning grid line #25 of 40...
[90m[2020-06-29 04:44:05[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:44:05[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 1
[36m[1m 0[22m[39m 0 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9677
[0mBalanced Accuracy[0m 0.9839
[0m PPV[0m 0.9688
[0m NPV[0m 1.0000
[0m F1[0m 0.9841
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.7500
[0m NPV[0m 0.7500
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:44:09[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:44:10[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:44:10[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:44:11[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:44:12[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.82[39m[90m; User: [39m[90m11.03[39m[90m; System: [39m[90m0.45[39m[90m)[39m
[90m[2020-06-29 04:44:12[1m FUN[22m] [39mRunning grid line #26 of 40...
[90m[2020-06-29 04:44:12[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:44:12[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 0
[36m[1m 0[22m[39m 0 32
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 1.0000
[0m NPV[0m 0.6000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:44:16[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:44:17[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:44:17[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:44:18[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:44:19[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.66[39m[90m; User: [39m[90m10.54[39m[90m; System: [39m[90m0.46[39m[90m)[39m
[90m[2020-06-29 04:44:19[1m FUN[22m] [39mRunning grid line #27 of 40...
[90m[2020-06-29 04:44:19[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:44:19[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 2
[36m[1m 0[22m[39m 2 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9375
[0m Specificity[0m 0.9375
[0mBalanced Accuracy[0m 0.9375
[0m PPV[0m 0.9375
[0m NPV[0m 0.9375
[0m F1[0m 0.9375
[0m Accuracy[0m 0.9375
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 3
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m NA
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:44:23[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:44:24[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:44:24[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:44:26[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:44:28[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.66[39m[90m; User: [39m[90m14.74[39m[90m; System: [39m[90m0.40[39m[90m)[39m
[90m[2020-06-29 04:44:28[1m FUN[22m] [39mRunning grid line #28 of 40...
[90m[2020-06-29 04:44:28[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:44:28[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 1
[36m[1m 0[22m[39m 2 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.9677
[0mBalanced Accuracy[0m 0.9516
[0m PPV[0m 0.9667
[0m NPV[0m 0.9375
[0m F1[0m 0.9508
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:44:32[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:44:33[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:44:33[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:44:34[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:44:36[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.11[39m[90m; User: [39m[90m13.27[39m[90m; System: [39m[90m0.52[39m[90m)[39m
[90m[2020-06-29 04:44:36[1m FUN[22m] [39mRunning grid line #29 of 40...
[90m[2020-06-29 04:44:36[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:44:36[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 2
[36m[1m 0[22m[39m 0 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9375
[0mBalanced Accuracy[0m 0.9688
[0m PPV[0m 0.9412
[0m NPV[0m 1.0000
[0m F1[0m 0.9697
[0m Accuracy[0m 0.9688
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:44:40[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:44:41[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:44:41[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:44:43[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:44:44[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.39[39m[90m; User: [39m[90m13.76[39m[90m; System: [39m[90m0.51[39m[90m)[39m
[90m[2020-06-29 04:44:44[1m FUN[22m] [39mRunning grid line #30 of 40...
[90m[2020-06-29 04:44:44[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:44:45[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 2
[36m[1m 0[22m[39m 0 29
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9355
[0mBalanced Accuracy[0m 0.9677
[0m PPV[0m 0.9394
[0m NPV[0m 1.0000
[0m F1[0m 0.9688
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 0.6000
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:44:49[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:44:50[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:44:50[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:44:51[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:44:53[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.61[39m[90m; User: [39m[90m14.65[39m[90m; System: [39m[90m0.30[39m[90m)[39m
[90m[2020-06-29 04:44:53[1m FUN[22m] [39mRunning grid line #31 of 40...
[90m[2020-06-29 04:44:53[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:44:53[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 21
[36m[1m 0[22m[39m 20 10
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3548
[0m Specificity[0m 0.3226
[0mBalanced Accuracy[0m 0.3387
[0m PPV[0m 0.3438
[0m NPV[0m 0.3333
[0m F1[0m 0.3492
[0m Accuracy[0m 0.3387
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 2
[36m[1m 0[22m[39m 4 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.2500
[0m PPV[0m 0.0000
[0m NPV[0m 0.3333
[0m F1[0m NA
[0m Accuracy[0m 0.2500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:44:56[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:44:56[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:44:57[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:44:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:44:57[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.19[39m[90m; User: [39m[90m5.72[39m[90m; System: [39m[90m0.22[39m[90m)[39m
[90m[2020-06-29 04:44:57[1m FUN[22m] [39mRunning grid line #32 of 40...
[90m[2020-06-29 04:44:57[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:44:58[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 26 15
[36m[1m 0[22m[39m 6 17
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8125
[0m Specificity[0m 0.5312
[0mBalanced Accuracy[0m 0.6719
[0m PPV[0m 0.6341
[0m NPV[0m 0.7391
[0m F1[0m 0.7123
[0m Accuracy[0m 0.6719
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:45:01[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:45:01[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:45:01[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:45:01[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:45:02[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.33[39m[90m; User: [39m[90m6.11[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 04:45:02[1m FUN[22m] [39mRunning grid line #33 of 40...
[90m[2020-06-29 04:45:02[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:45:02[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 27
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.1290
[0mBalanced Accuracy[0m 0.5645
[0m PPV[0m 0.5345
[0m NPV[0m 1.0000
[0m F1[0m 0.6966
[0m Accuracy[0m 0.5645
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 2
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:45:05[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:45:05[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:45:05[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:45:05[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:45:06[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.74[39m[90m; User: [39m[90m4.38[39m[90m; System: [39m[90m0.28[39m[90m)[39m
[90m[2020-06-29 04:45:06[1m FUN[22m] [39mRunning grid line #34 of 40...
[90m[2020-06-29 04:45:06[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:45:06[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 24
[36m[1m 0[22m[39m 21 8
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3438
[0m Specificity[0m 0.2500
[0mBalanced Accuracy[0m 0.2969
[0m PPV[0m 0.3143
[0m NPV[0m 0.2759
[0m F1[0m 0.3284
[0m Accuracy[0m 0.2969
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 3
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.3333
[0m PPV[0m 0.4000
[0m NPV[0m 0.0000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:45:09[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:45:09[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:45:09[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:45:10[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:45:10[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.64[39m[90m; User: [39m[90m6.64[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 04:45:10[1m FUN[22m] [39mRunning grid line #35 of 40...
[90m[2020-06-29 04:45:10[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:45:11[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 29
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0645
[0mBalanced Accuracy[0m 0.5323
[0m PPV[0m 0.5167
[0m NPV[0m 1.0000
[0m F1[0m 0.6813
[0m Accuracy[0m 0.5323
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 3
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.2500
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 0.5714
[0m NPV[0m 1.0000
[0m F1[0m 0.7273
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:45:13[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:45:13[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:45:14[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:45:14[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:45:14[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.62[39m[90m; User: [39m[90m4.75[39m[90m; System: [39m[90m0.22[39m[90m)[39m
[90m[2020-06-29 04:45:14[1m FUN[22m] [39mRunning grid line #36 of 40...
[90m[2020-06-29 04:45:14[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:45:14[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 24 21
[36m[1m 0[22m[39m 8 11
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.3438
[0mBalanced Accuracy[0m 0.5469
[0m PPV[0m 0.5333
[0m NPV[0m 0.5789
[0m F1[0m 0.6234
[0m Accuracy[0m 0.5469
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:45:17[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:45:18[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:45:18[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:45:18[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:45:19[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.56[39m[90m; User: [39m[90m6.56[39m[90m; System: [39m[90m0.35[39m[90m)[39m
[90m[2020-06-29 04:45:19[1m FUN[22m] [39mRunning grid line #37 of 40...
[90m[2020-06-29 04:45:19[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:45:19[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 26
[36m[1m 0[22m[39m 20 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3750
[0m Specificity[0m 0.1875
[0mBalanced Accuracy[0m 0.2812
[0m PPV[0m 0.3158
[0m NPV[0m 0.2308
[0m F1[0m 0.3429
[0m Accuracy[0m 0.2812
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 1.0000
[0m NPV[0m 0.6000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:45:22[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:45:22[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:45:22[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:45:23[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:45:23[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.36[39m[90m; User: [39m[90m6.02[39m[90m; System: [39m[90m0.33[39m[90m)[39m
[90m[2020-06-29 04:45:23[1m FUN[22m] [39mRunning grid line #38 of 40...
[90m[2020-06-29 04:45:23[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:45:24[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 21 28
[36m[1m 0[22m[39m 10 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6774
[0m Specificity[0m 0.0968
[0mBalanced Accuracy[0m 0.3871
[0m PPV[0m 0.4286
[0m NPV[0m 0.2308
[0m F1[0m 0.5250
[0m Accuracy[0m 0.3871
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 4
[36m[1m 0[22m[39m 2 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.2500
[0m PPV[0m 0.3333
[0m NPV[0m 0.0000
[0m F1[0m 0.4000
[0m Accuracy[0m 0.2500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:45:27[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:45:27[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:45:27[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:45:28[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:45:29[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m5.80[39m[90m; User: [39m[90m8.73[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 04:45:29[1m FUN[22m] [39mRunning grid line #39 of 40...
[90m[2020-06-29 04:45:29[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:45:30[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 13
[36m[1m 0[22m[39m 20 19
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3750
[0m Specificity[0m 0.5938
[0mBalanced Accuracy[0m 0.4844
[0m PPV[0m 0.4800
[0m NPV[0m 0.4872
[0m F1[0m 0.4211
[0m Accuracy[0m 0.4844
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.3333
[0m PPV[0m 0.3333
[0m NPV[0m 0.3333
[0m F1[0m 0.3333
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:45:32[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:45:32[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:45:33[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:45:33[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:45:33[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.77[39m[90m; User: [39m[90m4.81[39m[90m; System: [39m[90m0.29[39m[90m)[39m
[90m[2020-06-29 04:45:33[1m FUN[22m] [39mRunning grid line #40 of 40...
[90m[2020-06-29 04:45:33[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:45:33[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 28
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0968
[0mBalanced Accuracy[0m 0.5484
[0m PPV[0m 0.5254
[0m NPV[0m 1.0000
[0m F1[0m 0.6889
[0m Accuracy[0m 0.5484
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 4
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m NA
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:45:36[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:45:36[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:45:36[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:45:36[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:45:36[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.05[39m[90m minutes ([39m[90mReal: [39m[90m3.16[39m[90m; User: [39m[90m3.80[39m[90m; System: [39m[90m0.19[39m[90m)[39m
[90m[2020-06-29 04:45:45[1m FUN[22m] [39mRunning grid line #1 of 40...
[90m[2020-06-29 04:45:45[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:45:45[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:45:45[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 26 5
[36m[1m 0[22m[39m 4 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8667
[0m Specificity[0m 0.8387
[0mBalanced Accuracy[0m 0.8527
[0m PPV[0m 0.8387
[0m NPV[0m 0.8667
[0m F1[0m 0.8525
[0m Accuracy[0m 0.8525
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:45:49[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:45:50[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:45:50[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:45:52[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:45:53[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.75[39m[90m; User: [39m[90m14.55[39m[90m; System: [39m[90m0.55[39m[90m)[39m
[90m[2020-06-29 04:45:53[1m FUN[22m] [39mRunning grid line #2 of 40...
[90m[2020-06-29 04:45:54[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:45:54[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:45:54[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 26 5
[36m[1m 0[22m[39m 5 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8387
[0m Specificity[0m 0.8438
[0mBalanced Accuracy[0m 0.8412
[0m PPV[0m 0.8387
[0m NPV[0m 0.8438
[0m F1[0m 0.8387
[0m Accuracy[0m 0.8413
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:45:58[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:45:58[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:45:58[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:46:01[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:46:02[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.58[39m[90m; User: [39m[90m14.32[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 04:46:02[1m FUN[22m] [39mRunning grid line #3 of 40...
[90m[2020-06-29 04:46:02[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:46:02[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 7
[36m[1m 0[22m[39m 1 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 0.7742
[0mBalanced Accuracy[0m 0.8710
[0m PPV[0m 0.8108
[0m NPV[0m 0.9600
[0m F1[0m 0.8824
[0m Accuracy[0m 0.8710
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.8000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:46:06[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:46:07[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:46:07[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:46:09[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:46:11[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.05[39m[90m; User: [39m[90m15.29[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 04:46:11[1m FUN[22m] [39mRunning grid line #4 of 40...
[90m[2020-06-29 04:46:11[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:46:11[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:46:12[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 6
[36m[1m 0[22m[39m 2 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9333
[0m Specificity[0m 0.8125
[0mBalanced Accuracy[0m 0.8729
[0m PPV[0m 0.8235
[0m NPV[0m 0.9286
[0m F1[0m 0.8750
[0m Accuracy[0m 0.8710
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:46:16[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:46:16[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:46:16[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:46:19[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:46:20[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.47[39m[90m; User: [39m[90m14.06[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 04:46:20[1m FUN[22m] [39mRunning grid line #5 of 40...
[90m[2020-06-29 04:46:20[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:46:20[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 3
[36m[1m 0[22m[39m 2 28
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.9032
[0mBalanced Accuracy[0m 0.9194
[0m PPV[0m 0.9062
[0m NPV[0m 0.9333
[0m F1[0m 0.9206
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.5000
[0m NPV[0m 0.6667
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:46:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:46:24[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:46:24[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:46:27[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:46:28[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.94[39m[90m; User: [39m[90m12.89[39m[90m; System: [39m[90m0.61[39m[90m)[39m
[90m[2020-06-29 04:46:28[1m FUN[22m] [39mRunning grid line #6 of 40...
[90m[2020-06-29 04:46:28[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:46:28[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:46:28[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 26 4
[36m[1m 0[22m[39m 5 28
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8387
[0m Specificity[0m 0.8750
[0mBalanced Accuracy[0m 0.8569
[0m PPV[0m 0.8667
[0m NPV[0m 0.8485
[0m F1[0m 0.8525
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6667
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:46:32[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:46:33[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:46:33[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:46:35[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:46:36[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.90[39m[90m; User: [39m[90m12.68[39m[90m; System: [39m[90m0.40[39m[90m)[39m
[90m[2020-06-29 04:46:36[1m FUN[22m] [39mRunning grid line #7 of 40...
[90m[2020-06-29 04:46:36[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:46:36[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:46:36[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 21 3
[36m[1m 0[22m[39m 9 29
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7000
[0m Specificity[0m 0.9062
[0mBalanced Accuracy[0m 0.8031
[0m PPV[0m 0.8750
[0m NPV[0m 0.7632
[0m F1[0m 0.7778
[0m Accuracy[0m 0.8065
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5417
[0m PPV[0m 0.6000
[0m NPV[0m 0.5000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:46:40[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:46:40[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:46:40[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:46:42[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:46:43[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.16[39m[90m; User: [39m[90m11.51[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 04:46:43[1m FUN[22m] [39mRunning grid line #8 of 40...
[90m[2020-06-29 04:46:43[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:46:44[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 5
[36m[1m 0[22m[39m 2 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.8387
[0mBalanced Accuracy[0m 0.8871
[0m PPV[0m 0.8529
[0m NPV[0m 0.9286
[0m F1[0m 0.8923
[0m Accuracy[0m 0.8871
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.8000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:46:48[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:46:48[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:46:48[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:46:50[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:46:52[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.28[39m[90m; User: [39m[90m13.71[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 04:46:52[1m FUN[22m] [39mRunning grid line #9 of 40...
[90m[2020-06-29 04:46:52[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:46:52[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:46:52[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 5
[36m[1m 0[22m[39m 3 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9032
[0m Specificity[0m 0.8438
[0mBalanced Accuracy[0m 0.8735
[0m PPV[0m 0.8485
[0m NPV[0m 0.9000
[0m F1[0m 0.8750
[0m Accuracy[0m 0.8730
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6667
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:46:56[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:46:56[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:46:56[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:46:59[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:47:00[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.44[39m[90m; User: [39m[90m13.63[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 04:47:00[1m FUN[22m] [39mRunning grid line #10 of 40...
[90m[2020-06-29 04:47:00[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:47:00[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:47:01[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 7
[36m[1m 0[22m[39m 1 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9667
[0m Specificity[0m 0.7742
[0mBalanced Accuracy[0m 0.8704
[0m PPV[0m 0.8056
[0m NPV[0m 0.9600
[0m F1[0m 0.8788
[0m Accuracy[0m 0.8689
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 0.6000
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:47:04[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:47:05[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:47:05[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:47:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:47:09[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.33[39m[90m; User: [39m[90m13.74[39m[90m; System: [39m[90m0.47[39m[90m)[39m
[90m[2020-06-29 04:47:09[1m FUN[22m] [39mRunning grid line #11 of 40...
[90m[2020-06-29 04:47:09[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:47:09[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:47:09[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 3
[36m[1m 0[22m[39m 2 28
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9333
[0m Specificity[0m 0.9032
[0mBalanced Accuracy[0m 0.9183
[0m PPV[0m 0.9032
[0m NPV[0m 0.9333
[0m F1[0m 0.9180
[0m Accuracy[0m 0.9180
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 3
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.2500
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.6000
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:47:14[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:47:14[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:47:14[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:47:17[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:47:19[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.70[39m[90m; User: [39m[90m18.23[39m[90m; System: [39m[90m0.58[39m[90m)[39m
[90m[2020-06-29 04:47:19[1m FUN[22m] [39mRunning grid line #12 of 40...
[90m[2020-06-29 04:47:19[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:47:20[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:47:20[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 0
[36m[1m 0[22m[39m 0 32
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:47:26[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:47:27[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:47:27[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:47:30[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:47:33[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.22[39m[90m minutes ([39m[90mReal: [39m[90m13.22[39m[90m; User: [39m[90m21.94[39m[90m; System: [39m[90m0.56[39m[90m)[39m
[90m[2020-06-29 04:47:33[1m FUN[22m] [39mRunning grid line #13 of 40...
[90m[2020-06-29 04:47:33[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:47:33[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 3
[36m[1m 0[22m[39m 1 28
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 0.9032
[0mBalanced Accuracy[0m 0.9355
[0m PPV[0m 0.9091
[0m NPV[0m 0.9655
[0m F1[0m 0.9375
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.8000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:47:38[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:47:39[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:47:39[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:47:43[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:47:45[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.41[39m[90m; User: [39m[90m21.80[39m[90m; System: [39m[90m0.60[39m[90m)[39m
[90m[2020-06-29 04:47:45[1m FUN[22m] [39mRunning grid line #14 of 40...
[90m[2020-06-29 04:47:45[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:47:45[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:47:46[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 3
[36m[1m 0[22m[39m 1 29
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9667
[0m Specificity[0m 0.9062
[0mBalanced Accuracy[0m 0.9365
[0m PPV[0m 0.9062
[0m NPV[0m 0.9667
[0m F1[0m 0.9355
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 2
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:47:51[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:47:52[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:47:52[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:47:55[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:47:57[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.69[39m[90m; User: [39m[90m19.86[39m[90m; System: [39m[90m0.58[39m[90m)[39m
[90m[2020-06-29 04:47:57[1m FUN[22m] [39mRunning grid line #15 of 40...
[90m[2020-06-29 04:47:57[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:47:57[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 1
[36m[1m 0[22m[39m 2 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.9677
[0mBalanced Accuracy[0m 0.9516
[0m PPV[0m 0.9667
[0m NPV[0m 0.9375
[0m F1[0m 0.9508
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.5000
[0m NPV[0m 0.6667
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:48:02[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:48:03[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:48:03[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:48:06[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:48:08[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.52[39m[90m; User: [39m[90m18.11[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 04:48:08[1m FUN[22m] [39mRunning grid line #16 of 40...
[90m[2020-06-29 04:48:08[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:48:08[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:48:08[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 2
[36m[1m 0[22m[39m 0 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9375
[0mBalanced Accuracy[0m 0.9688
[0m PPV[0m 0.9394
[0m NPV[0m 1.0000
[0m F1[0m 0.9688
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:48:13[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:48:14[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:48:14[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:48:17[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:48:19[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.97[39m[90m; User: [39m[90m18.97[39m[90m; System: [39m[90m0.48[39m[90m)[39m
[90m[2020-06-29 04:48:19[1m FUN[22m] [39mRunning grid line #17 of 40...
[90m[2020-06-29 04:48:19[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:48:19[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:48:19[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 24 0
[36m[1m 0[22m[39m 6 32
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.8421
[0m F1[0m 0.8889
[0m Accuracy[0m 0.9032
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5417
[0m PPV[0m 0.6000
[0m NPV[0m 0.5000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:48:23[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:48:24[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:48:24[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:48:27[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:48:28[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.56[39m[90m; User: [39m[90m16.50[39m[90m; System: [39m[90m0.37[39m[90m)[39m
[90m[2020-06-29 04:48:28[1m FUN[22m] [39mRunning grid line #18 of 40...
[90m[2020-06-29 04:48:28[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:48:29[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 1
[36m[1m 0[22m[39m 0 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9677
[0mBalanced Accuracy[0m 0.9839
[0m PPV[0m 0.9688
[0m NPV[0m 1.0000
[0m F1[0m 0.9841
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.8000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:48:35[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:48:36[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:48:36[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:48:40[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:48:43[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.25[39m[90m minutes ([39m[90mReal: [39m[90m14.92[39m[90m; User: [39m[90m26.86[39m[90m; System: [39m[90m0.58[39m[90m)[39m
[90m[2020-06-29 04:48:43[1m FUN[22m] [39mRunning grid line #19 of 40...
[90m[2020-06-29 04:48:44[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:48:44[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:48:44[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 2
[36m[1m 0[22m[39m 1 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 0.9375
[0mBalanced Accuracy[0m 0.9526
[0m PPV[0m 0.9375
[0m NPV[0m 0.9677
[0m F1[0m 0.9524
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:48:49[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:48:50[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:48:50[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:48:52[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:48:55[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m11.03[39m[90m; User: [39m[90m19.01[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 04:48:55[1m FUN[22m] [39mRunning grid line #20 of 40...
[90m[2020-06-29 04:48:55[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:48:55[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:48:55[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 3
[36m[1m 0[22m[39m 1 28
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9667
[0m Specificity[0m 0.9032
[0mBalanced Accuracy[0m 0.9349
[0m PPV[0m 0.9062
[0m NPV[0m 0.9655
[0m F1[0m 0.9355
[0m Accuracy[0m 0.9344
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 0.6000
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:49:00[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:49:01[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:49:01[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:49:04[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:49:06[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.95[39m[90m; User: [39m[90m18.97[39m[90m; System: [39m[90m0.45[39m[90m)[39m
[90m[2020-06-29 04:49:06[1m FUN[22m] [39mRunning grid line #21 of 40...
[90m[2020-06-29 04:49:06[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:49:06[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:49:06[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 2
[36m[1m 0[22m[39m 1 29
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9667
[0m Specificity[0m 0.9355
[0mBalanced Accuracy[0m 0.9511
[0m PPV[0m 0.9355
[0m NPV[0m 0.9667
[0m F1[0m 0.9508
[0m Accuracy[0m 0.9508
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.8000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:49:10[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:49:10[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:49:10[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:49:11[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:49:13[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m6.99[39m[90m; User: [39m[90m11.24[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 04:49:13[1m FUN[22m] [39mRunning grid line #22 of 40...
[90m[2020-06-29 04:49:13[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:49:13[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:49:13[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 0
[36m[1m 0[22m[39m 1 32
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9839
[0m PPV[0m 1.0000
[0m NPV[0m 0.9697
[0m F1[0m 0.9836
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:49:17[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:49:17[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:49:17[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:49:18[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:49:19[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.69[39m[90m; User: [39m[90m10.70[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 04:49:20[1m FUN[22m] [39mRunning grid line #23 of 40...
[90m[2020-06-29 04:49:20[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:49:20[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 2
[36m[1m 0[22m[39m 0 29
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9355
[0mBalanced Accuracy[0m 0.9677
[0m PPV[0m 0.9394
[0m NPV[0m 1.0000
[0m F1[0m 0.9688
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.6667
[0m NPV[0m 0.7500
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:49:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:49:24[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:49:24[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:49:25[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:49:27[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.15[39m[90m; User: [39m[90m11.42[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 04:49:27[1m FUN[22m] [39mRunning grid line #24 of 40...
[90m[2020-06-29 04:49:27[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:49:27[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:49:27[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 0
[36m[1m 0[22m[39m 0 32
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:49:31[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:49:32[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:49:32[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:49:33[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:49:35[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.76[39m[90m; User: [39m[90m12.59[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 04:49:35[1m FUN[22m] [39mRunning grid line #25 of 40...
[90m[2020-06-29 04:49:35[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:49:35[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 0
[36m[1m 0[22m[39m 1 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9839
[0m PPV[0m 1.0000
[0m NPV[0m 0.9688
[0m F1[0m 0.9836
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.5000
[0m NPV[0m 0.6667
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:49:38[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:49:39[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:49:39[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:49:40[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:49:41[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6.11[39m[90m; User: [39m[90m9.39[39m[90m; System: [39m[90m0.31[39m[90m)[39m
[90m[2020-06-29 04:49:41[1m FUN[22m] [39mRunning grid line #26 of 40...
[90m[2020-06-29 04:49:41[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:49:41[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:49:41[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 2
[36m[1m 0[22m[39m 1 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 0.9375
[0mBalanced Accuracy[0m 0.9526
[0m PPV[0m 0.9375
[0m NPV[0m 0.9677
[0m F1[0m 0.9524
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:49:45[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:49:46[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:49:46[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:49:48[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:49:49[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m8[39m[90m; User: [39m[90m13.02[39m[90m; System: [39m[90m0.37[39m[90m)[39m
[90m[2020-06-29 04:49:49[1m FUN[22m] [39mRunning grid line #27 of 40...
[90m[2020-06-29 04:49:49[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:49:49[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:49:49[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 0
[36m[1m 0[22m[39m 1 32
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9833
[0m PPV[0m 1.0000
[0m NPV[0m 0.9697
[0m F1[0m 0.9831
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5417
[0m PPV[0m 0.6000
[0m NPV[0m 0.5000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:49:53[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:49:53[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:49:53[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:49:54[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:49:56[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.81[39m[90m; User: [39m[90m10.78[39m[90m; System: [39m[90m0.46[39m[90m)[39m
[90m[2020-06-29 04:49:56[1m FUN[22m] [39mRunning grid line #28 of 40...
[90m[2020-06-29 04:49:56[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:49:56[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 2
[36m[1m 0[22m[39m 1 29
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 0.9355
[0mBalanced Accuracy[0m 0.9516
[0m PPV[0m 0.9375
[0m NPV[0m 0.9667
[0m F1[0m 0.9524
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:50:00[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:50:00[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:50:00[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:50:01[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:50:02[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.31[39m[90m; User: [39m[90m9.52[39m[90m; System: [39m[90m0.47[39m[90m)[39m
[90m[2020-06-29 04:50:02[1m FUN[22m] [39mRunning grid line #29 of 40...
[90m[2020-06-29 04:50:02[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:50:02[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:50:03[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 2
[36m[1m 0[22m[39m 1 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 0.9375
[0mBalanced Accuracy[0m 0.9526
[0m PPV[0m 0.9375
[0m NPV[0m 0.9677
[0m F1[0m 0.9524
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:50:06[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:50:07[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:50:07[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:50:08[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:50:09[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.75[39m[90m; User: [39m[90m10.59[39m[90m; System: [39m[90m0.45[39m[90m)[39m
[90m[2020-06-29 04:50:09[1m FUN[22m] [39mRunning grid line #30 of 40...
[90m[2020-06-29 04:50:09[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:50:09[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:50:10[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 0
[36m[1m 0[22m[39m 1 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9833
[0m PPV[0m 1.0000
[0m NPV[0m 0.9688
[0m F1[0m 0.9831
[0m Accuracy[0m 0.9836
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.8000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:50:13[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:50:14[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:50:14[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:50:16[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:50:17[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m8.07[39m[90m; User: [39m[90m13.32[39m[90m; System: [39m[90m0.55[39m[90m)[39m
[90m[2020-06-29 04:50:17[1m FUN[22m] [39mRunning grid line #31 of 40...
[90m[2020-06-29 04:50:17[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:50:17[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:50:18[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 22 21
[36m[1m 0[22m[39m 8 10
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7333
[0m Specificity[0m 0.3226
[0mBalanced Accuracy[0m 0.5280
[0m PPV[0m 0.5116
[0m NPV[0m 0.5556
[0m F1[0m 0.6027
[0m Accuracy[0m 0.5246
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 4
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.3750
[0m PPV[0m 0.4286
[0m NPV[0m 0.0000
[0m F1[0m 0.5455
[0m Accuracy[0m 0.3750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:50:21[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:50:21[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:50:21[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:50:21[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:50:22[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.65[39m[90m; User: [39m[90m6.47[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 04:50:22[1m FUN[22m] [39mRunning grid line #32 of 40...
[90m[2020-06-29 04:50:22[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:50:22[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:50:22[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 24 17
[36m[1m 0[22m[39m 7 15
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7742
[0m Specificity[0m 0.4688
[0mBalanced Accuracy[0m 0.6215
[0m PPV[0m 0.5854
[0m NPV[0m 0.6818
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6190
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6667
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:50:26[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:50:26[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:50:26[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:50:27[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:50:28[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6.01[39m[90m; User: [39m[90m9.25[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 04:50:28[1m FUN[22m] [39mRunning grid line #33 of 40...
[90m[2020-06-29 04:50:28[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:50:29[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 30
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 0.0323
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.6593
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 4
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.4286
[0m NPV[0m NA
[0m F1[0m 0.6000
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:50:31[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:50:32[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:50:32[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:50:32[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:50:32[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m3.95[39m[90m; User: [39m[90m5.15[39m[90m; System: [39m[90m0.27[39m[90m)[39m
[90m[2020-06-29 04:50:32[1m FUN[22m] [39mRunning grid line #34 of 40...
[90m[2020-06-29 04:50:32[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:50:32[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:50:33[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 16 13
[36m[1m 0[22m[39m 14 19
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5333
[0m Specificity[0m 0.5938
[0mBalanced Accuracy[0m 0.5635
[0m PPV[0m 0.5517
[0m NPV[0m 0.5758
[0m F1[0m 0.5424
[0m Accuracy[0m 0.5645
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 3 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.4583
[0m PPV[0m 0.5000
[0m NPV[0m 0.4000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:50:36[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:50:36[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:50:36[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:50:36[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:50:37[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.44[39m[90m; User: [39m[90m6.25[39m[90m; System: [39m[90m0.16[39m[90m)[39m
[90m[2020-06-29 04:50:37[1m FUN[22m] [39mRunning grid line #35 of 40...
[90m[2020-06-29 04:50:37[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:50:37[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 23 15
[36m[1m 0[22m[39m 8 16
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7419
[0m Specificity[0m 0.5161
[0mBalanced Accuracy[0m 0.6290
[0m PPV[0m 0.6053
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6290
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.4167
[0m PPV[0m 0.3333
[0m NPV[0m 0.5000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:50:40[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:50:40[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:50:40[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:50:41[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:50:41[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.25[39m[90m; User: [39m[90m5.92[39m[90m; System: [39m[90m0.23[39m[90m)[39m
[90m[2020-06-29 04:50:41[1m FUN[22m] [39mRunning grid line #36 of 40...
[90m[2020-06-29 04:50:41[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:50:41[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:50:42[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 28
[36m[1m 0[22m[39m 3 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9032
[0m Specificity[0m 0.1250
[0mBalanced Accuracy[0m 0.5141
[0m PPV[0m 0.5000
[0m NPV[0m 0.5714
[0m F1[0m 0.6437
[0m Accuracy[0m 0.5079
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 3
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m NA
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:50:45[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:50:45[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:50:45[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:50:46[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:50:47[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.53[39m[90m; User: [39m[90m8.42[39m[90m; System: [39m[90m0.30[39m[90m)[39m
[90m[2020-06-29 04:50:47[1m FUN[22m] [39mRunning grid line #37 of 40...
[90m[2020-06-29 04:50:47[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:50:47[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:50:47[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 22 9
[36m[1m 0[22m[39m 8 23
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7333
[0m Specificity[0m 0.7188
[0mBalanced Accuracy[0m 0.7260
[0m PPV[0m 0.7097
[0m NPV[0m 0.7419
[0m F1[0m 0.7213
[0m Accuracy[0m 0.7258
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5417
[0m PPV[0m 0.6000
[0m NPV[0m 0.5000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:50:50[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:50:50[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:50:50[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:50:50[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:50:51[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.89[39m[90m; User: [39m[90m5.11[39m[90m; System: [39m[90m0.25[39m[90m)[39m
[90m[2020-06-29 04:50:51[1m FUN[22m] [39mRunning grid line #38 of 40...
[90m[2020-06-29 04:50:51[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:50:51[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 23 18
[36m[1m 0[22m[39m 8 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7419
[0m Specificity[0m 0.4194
[0mBalanced Accuracy[0m 0.5806
[0m PPV[0m 0.5610
[0m NPV[0m 0.6190
[0m F1[0m 0.6389
[0m Accuracy[0m 0.5806
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.5000
[0m NPV[0m 0.6667
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:50:54[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:50:55[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:50:55[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:50:56[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:50:57[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.69[39m[90m; User: [39m[90m8.65[39m[90m; System: [39m[90m0.38[39m[90m)[39m
[90m[2020-06-29 04:50:57[1m FUN[22m] [39mRunning grid line #39 of 40...
[90m[2020-06-29 04:50:57[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:50:57[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:50:57[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 31
[36m[1m 0[22m[39m 3 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9032
[0m Specificity[0m 0.0312
[0mBalanced Accuracy[0m 0.4672
[0m PPV[0m 0.4746
[0m NPV[0m 0.2500
[0m F1[0m 0.6222
[0m Accuracy[0m 0.4603
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 3
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.3333
[0m PPV[0m 0.4000
[0m NPV[0m 0.0000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:51:00[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:51:01[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:51:01[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:51:02[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:51:03[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m5.85[39m[90m; User: [39m[90m8.85[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 04:51:03[1m FUN[22m] [39mRunning grid line #40 of 40...
[90m[2020-06-29 04:51:03[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:51:03[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:51:03[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 19
[36m[1m 0[22m[39m 2 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9333
[0m Specificity[0m 0.3871
[0mBalanced Accuracy[0m 0.6602
[0m PPV[0m 0.5957
[0m NPV[0m 0.8571
[0m F1[0m 0.7273
[0m Accuracy[0m 0.6557
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 0.6000
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:51:06[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:51:06[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:51:06[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:51:06[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:51:07[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.18[39m[90m; User: [39m[90m5.72[39m[90m; System: [39m[90m0.28[39m[90m)[39m
[90m[2020-06-29 04:51:11[1m FUN[22m] [39mRunning grid line #1 of 40...
[90m[2020-06-29 04:51:11[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:51:11[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:51:11[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 25 6
[36m[1m 0[22m[39m 5 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 0.8065
[0mBalanced Accuracy[0m 0.8199
[0m PPV[0m 0.8065
[0m NPV[0m 0.8333
[0m F1[0m 0.8197
[0m Accuracy[0m 0.8197
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.8000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:51:17[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:51:19[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:51:19[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:52:16[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:52:25[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m1.23[39m[90m minutes ([39m[90mReal: [39m[90m73.72[39m[90m; User: [39m[90m139.21[39m[90m; System: [39m[90m3.92[39m[90m)[39m
[90m[2020-06-29 04:52:25[1m FUN[22m] [39mRunning grid line #2 of 40...
[90m[2020-06-29 04:52:25[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:52:25[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:52:25[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 26 6
[36m[1m 0[22m[39m 5 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8387
[0m Specificity[0m 0.8125
[0mBalanced Accuracy[0m 0.8256
[0m PPV[0m 0.8125
[0m NPV[0m 0.8387
[0m F1[0m 0.8254
[0m Accuracy[0m 0.8254
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:52:29[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:52:29[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:52:29[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:52:31[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:52:32[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m6.92[39m[90m; User: [39m[90m10.75[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 04:52:32[1m FUN[22m] [39mRunning grid line #3 of 40...
[90m[2020-06-29 04:52:32[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:52:32[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 27 6
[36m[1m 0[22m[39m 4 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8710
[0m Specificity[0m 0.8065
[0mBalanced Accuracy[0m 0.8387
[0m PPV[0m 0.8182
[0m NPV[0m 0.8621
[0m F1[0m 0.8438
[0m Accuracy[0m 0.8387
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:52:36[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:52:37[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:52:37[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:52:39[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:52:40[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.33[39m[90m; User: [39m[90m13.56[39m[90m; System: [39m[90m0.40[39m[90m)[39m
[90m[2020-06-29 04:52:40[1m FUN[22m] [39mRunning grid line #4 of 40...
[90m[2020-06-29 04:52:40[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:52:40[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:52:41[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 5
[36m[1m 0[22m[39m 2 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9333
[0m Specificity[0m 0.8438
[0mBalanced Accuracy[0m 0.8885
[0m PPV[0m 0.8485
[0m NPV[0m 0.9310
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8871
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 3 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.4000
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:52:45[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:52:46[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:52:46[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:52:49[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:52:51[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.59[39m[90m; User: [39m[90m18.17[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 04:52:51[1m FUN[22m] [39mRunning grid line #5 of 40...
[90m[2020-06-29 04:52:51[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:52:51[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 27 6
[36m[1m 0[22m[39m 4 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8710
[0m Specificity[0m 0.8065
[0mBalanced Accuracy[0m 0.8387
[0m PPV[0m 0.8182
[0m NPV[0m 0.8621
[0m F1[0m 0.8438
[0m Accuracy[0m 0.8387
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:52:55[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:52:56[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:52:56[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:52:58[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:53:00[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.79[39m[90m; User: [39m[90m14.50[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 04:53:00[1m FUN[22m] [39mRunning grid line #6 of 40...
[90m[2020-06-29 04:53:00[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:53:00[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:53:00[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 8
[36m[1m 0[22m[39m 3 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9032
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8266
[0m PPV[0m 0.7778
[0m NPV[0m 0.8889
[0m F1[0m 0.8358
[0m Accuracy[0m 0.8254
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:53:05[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:53:06[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:53:06[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:53:09[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:53:10[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.05[39m[90m; User: [39m[90m15.82[39m[90m; System: [39m[90m0.48[39m[90m)[39m
[90m[2020-06-29 04:53:10[1m FUN[22m] [39mRunning grid line #7 of 40...
[90m[2020-06-29 04:53:10[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:53:10[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:53:10[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 27 6
[36m[1m 0[22m[39m 3 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9000
[0m Specificity[0m 0.8125
[0mBalanced Accuracy[0m 0.8562
[0m PPV[0m 0.8182
[0m NPV[0m 0.8966
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8548
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:53:15[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:53:16[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:53:16[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:53:18[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:53:19[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.34[39m[90m; User: [39m[90m15.33[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 04:53:19[1m FUN[22m] [39mRunning grid line #8 of 40...
[90m[2020-06-29 04:53:20[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:53:20[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 7
[36m[1m 0[22m[39m 2 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.7742
[0mBalanced Accuracy[0m 0.8548
[0m PPV[0m 0.8056
[0m NPV[0m 0.9231
[0m F1[0m 0.8657
[0m Accuracy[0m 0.8548
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:53:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:53:24[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:53:25[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:53:27[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:53:28[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.61[39m[90m; User: [39m[90m14.27[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 04:53:28[1m FUN[22m] [39mRunning grid line #9 of 40...
[90m[2020-06-29 04:53:28[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:53:28[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:53:29[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 5
[36m[1m 0[22m[39m 2 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.8438
[0mBalanced Accuracy[0m 0.8896
[0m PPV[0m 0.8529
[0m NPV[0m 0.9310
[0m F1[0m 0.8923
[0m Accuracy[0m 0.8889
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6667
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:53:32[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:53:33[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:53:33[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:53:35[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:53:36[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.92[39m[90m; User: [39m[90m12.62[39m[90m; System: [39m[90m0.37[39m[90m)[39m
[90m[2020-06-29 04:53:36[1m FUN[22m] [39mRunning grid line #10 of 40...
[90m[2020-06-29 04:53:36[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:53:36[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:53:37[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 24 4
[36m[1m 0[22m[39m 6 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 0.8710
[0mBalanced Accuracy[0m 0.8355
[0m PPV[0m 0.8571
[0m NPV[0m 0.8182
[0m F1[0m 0.8276
[0m Accuracy[0m 0.8361
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 2
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:53:40[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:53:41[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:53:41[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:53:43[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:53:44[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.75[39m[90m; User: [39m[90m12.56[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 04:53:44[1m FUN[22m] [39mRunning grid line #11 of 40...
[90m[2020-06-29 04:53:44[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:53:44[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:53:44[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 1
[36m[1m 0[22m[39m 2 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9333
[0m Specificity[0m 0.9677
[0mBalanced Accuracy[0m 0.9505
[0m PPV[0m 0.9655
[0m NPV[0m 0.9375
[0m F1[0m 0.9492
[0m Accuracy[0m 0.9508
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.7500
[0m NPV[0m 0.7500
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:53:49[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:53:50[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:53:50[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:53:53[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:53:55[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.94[39m[90m; User: [39m[90m18.80[39m[90m; System: [39m[90m0.55[39m[90m)[39m
[90m[2020-06-29 04:53:55[1m FUN[22m] [39mRunning grid line #12 of 40...
[90m[2020-06-29 04:53:55[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:53:55[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:53:55[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 2
[36m[1m 0[22m[39m 3 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9032
[0m Specificity[0m 0.9375
[0mBalanced Accuracy[0m 0.9204
[0m PPV[0m 0.9333
[0m NPV[0m 0.9091
[0m F1[0m 0.9180
[0m Accuracy[0m 0.9206
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:53:59[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:54:00[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:54:00[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:54:01[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:54:03[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.31[39m[90m; User: [39m[90m11.83[39m[90m; System: [39m[90m0.47[39m[90m)[39m
[90m[2020-06-29 04:54:03[1m FUN[22m] [39mRunning grid line #13 of 40...
[90m[2020-06-29 04:54:03[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:54:03[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 2
[36m[1m 0[22m[39m 2 29
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.9355
[0mBalanced Accuracy[0m 0.9355
[0m PPV[0m 0.9355
[0m NPV[0m 0.9355
[0m F1[0m 0.9355
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:54:09[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:54:10[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:54:10[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:54:13[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:54:15[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m12.24[39m[90m; User: [39m[90m20.75[39m[90m; System: [39m[90m0.46[39m[90m)[39m
[90m[2020-06-29 04:54:15[1m FUN[22m] [39mRunning grid line #14 of 40...
[90m[2020-06-29 04:54:15[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:54:15[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:54:15[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 1
[36m[1m 0[22m[39m 2 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9333
[0m Specificity[0m 0.9688
[0mBalanced Accuracy[0m 0.9510
[0m PPV[0m 0.9655
[0m NPV[0m 0.9394
[0m F1[0m 0.9492
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.6000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:54:20[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:54:21[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:54:21[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:54:23[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:54:26[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.56[39m[90m; User: [39m[90m17.81[39m[90m; System: [39m[90m0.59[39m[90m)[39m
[90m[2020-06-29 04:54:26[1m FUN[22m] [39mRunning grid line #15 of 40...
[90m[2020-06-29 04:54:26[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:54:26[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 0
[36m[1m 0[22m[39m 1 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9839
[0m PPV[0m 1.0000
[0m NPV[0m 0.9688
[0m F1[0m 0.9836
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:54:31[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:54:32[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:54:32[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:54:35[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:54:38[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m12.14[39m[90m; User: [39m[90m21.14[39m[90m; System: [39m[90m0.59[39m[90m)[39m
[90m[2020-06-29 04:54:38[1m FUN[22m] [39mRunning grid line #16 of 40...
[90m[2020-06-29 04:54:38[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:54:38[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:54:38[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 1
[36m[1m 0[22m[39m 3 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9032
[0m Specificity[0m 0.9688
[0mBalanced Accuracy[0m 0.9360
[0m PPV[0m 0.9655
[0m NPV[0m 0.9118
[0m F1[0m 0.9333
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6667
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:54:43[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:54:44[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:54:44[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:54:46[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:54:48[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.12[39m[90m; User: [39m[90m17.37[39m[90m; System: [39m[90m0.45[39m[90m)[39m
[90m[2020-06-29 04:54:48[1m FUN[22m] [39mRunning grid line #17 of 40...
[90m[2020-06-29 04:54:48[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:54:48[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:54:48[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 5
[36m[1m 0[22m[39m 1 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9667
[0m Specificity[0m 0.8438
[0mBalanced Accuracy[0m 0.9052
[0m PPV[0m 0.8529
[0m NPV[0m 0.9643
[0m F1[0m 0.9062
[0m Accuracy[0m 0.9032
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:54:53[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:54:54[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:54:54[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:54:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:54:59[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.81[39m[90m; User: [39m[90m18.30[39m[90m; System: [39m[90m0.56[39m[90m)[39m
[90m[2020-06-29 04:54:59[1m FUN[22m] [39mRunning grid line #18 of 40...
[90m[2020-06-29 04:54:59[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:55:00[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 1
[36m[1m 0[22m[39m 1 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 0.9677
[0mBalanced Accuracy[0m 0.9677
[0m PPV[0m 0.9677
[0m NPV[0m 0.9677
[0m F1[0m 0.9677
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:55:04[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:55:05[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:55:05[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:55:08[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:55:10[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.76[39m[90m; User: [39m[90m18.04[39m[90m; System: [39m[90m0.40[39m[90m)[39m
[90m[2020-06-29 04:55:10[1m FUN[22m] [39mRunning grid line #19 of 40...
[90m[2020-06-29 04:55:10[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:55:10[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:55:10[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 2
[36m[1m 0[22m[39m 1 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 0.9375
[0mBalanced Accuracy[0m 0.9526
[0m PPV[0m 0.9375
[0m NPV[0m 0.9677
[0m F1[0m 0.9524
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6667
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:55:15[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:55:15[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:55:15[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:55:18[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:55:19[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.35[39m[90m; User: [39m[90m15.71[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 04:55:19[1m FUN[22m] [39mRunning grid line #20 of 40...
[90m[2020-06-29 04:55:19[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:55:19[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:55:20[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 4
[36m[1m 0[22m[39m 2 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9333
[0m Specificity[0m 0.8710
[0mBalanced Accuracy[0m 0.9022
[0m PPV[0m 0.8750
[0m NPV[0m 0.9310
[0m F1[0m 0.9032
[0m Accuracy[0m 0.9016
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 2
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:55:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:55:24[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:55:25[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:55:27[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:55:28[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.83[39m[90m; User: [39m[90m14.73[39m[90m; System: [39m[90m0.40[39m[90m)[39m
[90m[2020-06-29 04:55:28[1m FUN[22m] [39mRunning grid line #21 of 40...
[90m[2020-06-29 04:55:28[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:55:28[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:55:29[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 1
[36m[1m 0[22m[39m 1 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9667
[0m Specificity[0m 0.9677
[0mBalanced Accuracy[0m 0.9672
[0m PPV[0m 0.9667
[0m NPV[0m 0.9677
[0m F1[0m 0.9667
[0m Accuracy[0m 0.9672
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.7500
[0m NPV[0m 0.7500
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:55:33[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:55:33[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:55:33[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:55:34[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:55:36[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.35[39m[90m; User: [39m[90m11.58[39m[90m; System: [39m[90m0.32[39m[90m)[39m
[90m[2020-06-29 04:55:36[1m FUN[22m] [39mRunning grid line #22 of 40...
[90m[2020-06-29 04:55:36[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:55:36[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:55:36[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 2
[36m[1m 0[22m[39m 1 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 0.9375
[0mBalanced Accuracy[0m 0.9526
[0m PPV[0m 0.9375
[0m NPV[0m 0.9677
[0m F1[0m 0.9524
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:55:40[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:55:40[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:55:40[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:55:41[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:55:42[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6.17[39m[90m; User: [39m[90m9.36[39m[90m; System: [39m[90m0.46[39m[90m)[39m
[90m[2020-06-29 04:55:42[1m FUN[22m] [39mRunning grid line #23 of 40...
[90m[2020-06-29 04:55:42[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:55:42[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 0
[36m[1m 0[22m[39m 1 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9839
[0m PPV[0m 1.0000
[0m NPV[0m 0.9688
[0m F1[0m 0.9836
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.6000
[0m NPV[0m 1.0000
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:55:46[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:55:46[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:55:47[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:55:48[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:55:49[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.61[39m[90m; User: [39m[90m10.34[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 04:55:49[1m FUN[22m] [39mRunning grid line #24 of 40...
[90m[2020-06-29 04:55:49[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:55:49[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:55:49[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 0
[36m[1m 0[22m[39m 2 32
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9667
[0m PPV[0m 1.0000
[0m NPV[0m 0.9412
[0m F1[0m 0.9655
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 3 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.4000
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:55:53[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:55:54[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:55:54[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:55:56[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:55:57[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.26[39m[90m; User: [39m[90m13.36[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 04:55:57[1m FUN[22m] [39mRunning grid line #25 of 40...
[90m[2020-06-29 04:55:57[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:55:57[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 0
[36m[1m 0[22m[39m 1 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9839
[0m PPV[0m 1.0000
[0m NPV[0m 0.9688
[0m F1[0m 0.9836
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:56:01[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:56:02[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:56:02[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:56:04[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:56:05[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.77[39m[90m; User: [39m[90m12.44[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 04:56:05[1m FUN[22m] [39mRunning grid line #26 of 40...
[90m[2020-06-29 04:56:05[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:56:05[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:56:05[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 1
[36m[1m 0[22m[39m 1 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 0.9688
[0mBalanced Accuracy[0m 0.9682
[0m PPV[0m 0.9677
[0m NPV[0m 0.9688
[0m F1[0m 0.9677
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6000
[0m NPV[0m 1.0000
[0m F1[0m 0.7500
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:56:10[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:56:11[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:56:11[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:56:13[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:56:15[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.48[39m[90m; User: [39m[90m15.95[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 04:56:15[1m FUN[22m] [39mRunning grid line #27 of 40...
[90m[2020-06-29 04:56:15[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:56:15[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:56:15[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 2
[36m[1m 0[22m[39m 0 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9375
[0mBalanced Accuracy[0m 0.9688
[0m PPV[0m 0.9375
[0m NPV[0m 1.0000
[0m F1[0m 0.9677
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:56:18[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:56:19[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:56:19[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:56:20[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:56:21[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.41[39m[90m; User: [39m[90m10.18[39m[90m; System: [39m[90m0.22[39m[90m)[39m
[90m[2020-06-29 04:56:21[1m FUN[22m] [39mRunning grid line #28 of 40...
[90m[2020-06-29 04:56:21[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:56:21[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 1
[36m[1m 0[22m[39m 1 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 0.9677
[0mBalanced Accuracy[0m 0.9677
[0m PPV[0m 0.9677
[0m NPV[0m 0.9677
[0m F1[0m 0.9677
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:56:26[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:56:26[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:56:26[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:56:28[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:56:29[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.78[39m[90m; User: [39m[90m12.75[39m[90m; System: [39m[90m0.35[39m[90m)[39m
[90m[2020-06-29 04:56:29[1m FUN[22m] [39mRunning grid line #29 of 40...
[90m[2020-06-29 04:56:29[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:56:29[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:56:29[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 3
[36m[1m 0[22m[39m 0 29
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9062
[0mBalanced Accuracy[0m 0.9531
[0m PPV[0m 0.9118
[0m NPV[0m 1.0000
[0m F1[0m 0.9538
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:56:33[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:56:33[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:56:33[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:56:34[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:56:35[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.52[39m[90m; User: [39m[90m8.14[39m[90m; System: [39m[90m0.28[39m[90m)[39m
[90m[2020-06-29 04:56:35[1m FUN[22m] [39mRunning grid line #30 of 40...
[90m[2020-06-29 04:56:35[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:56:35[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:56:35[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 2
[36m[1m 0[22m[39m 1 29
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9667
[0m Specificity[0m 0.9355
[0mBalanced Accuracy[0m 0.9511
[0m PPV[0m 0.9355
[0m NPV[0m 0.9667
[0m F1[0m 0.9508
[0m Accuracy[0m 0.9508
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 2
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:56:38[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:56:39[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:56:39[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:56:40[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:56:41[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.56[39m[90m; User: [39m[90m10.31[39m[90m; System: [39m[90m0.32[39m[90m)[39m
[90m[2020-06-29 04:56:41[1m FUN[22m] [39mRunning grid line #31 of 40...
[90m[2020-06-29 04:56:41[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:56:41[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:56:42[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 9
[36m[1m 0[22m[39m 27 22
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1000
[0m Specificity[0m 0.7097
[0mBalanced Accuracy[0m 0.4048
[0m PPV[0m 0.2500
[0m NPV[0m 0.4490
[0m F1[0m 0.1429
[0m Accuracy[0m 0.4098
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 2
[36m[1m 0[22m[39m 4 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.2500
[0m PPV[0m 0.0000
[0m NPV[0m 0.3333
[0m F1[0m NA
[0m Accuracy[0m 0.2500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:56:45[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:56:45[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:56:45[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:56:46[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:56:47[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.19[39m[90m; User: [39m[90m7.61[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 04:56:47[1m FUN[22m] [39mRunning grid line #32 of 40...
[90m[2020-06-29 04:56:47[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:56:47[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:56:47[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 27 30
[36m[1m 0[22m[39m 4 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8710
[0m Specificity[0m 0.0625
[0mBalanced Accuracy[0m 0.4667
[0m PPV[0m 0.4737
[0m NPV[0m 0.3333
[0m F1[0m 0.6136
[0m Accuracy[0m 0.4603
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6000
[0m NPV[0m 1.0000
[0m F1[0m 0.7500
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:56:51[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:56:51[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:56:51[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:56:52[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:56:54[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m6.91[39m[90m; User: [39m[90m10.91[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 04:56:54[1m FUN[22m] [39mRunning grid line #33 of 40...
[90m[2020-06-29 04:56:54[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:56:54[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 8 17
[36m[1m 0[22m[39m 23 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2581
[0m Specificity[0m 0.4516
[0mBalanced Accuracy[0m 0.3548
[0m PPV[0m 0.3200
[0m NPV[0m 0.3784
[0m F1[0m 0.2857
[0m Accuracy[0m 0.3548
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 3 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.5714
[0m F1[0m NA
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:56:57[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:56:57[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:56:57[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:56:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:56:58[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.64[39m[90m; User: [39m[90m6.72[39m[90m; System: [39m[90m0.28[39m[90m)[39m
[90m[2020-06-29 04:56:58[1m FUN[22m] [39mRunning grid line #34 of 40...
[90m[2020-06-29 04:56:58[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:56:59[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:56:59[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 27
[36m[1m 0[22m[39m 20 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 0.1562
[0mBalanced Accuracy[0m 0.2448
[0m PPV[0m 0.2703
[0m NPV[0m 0.2000
[0m F1[0m 0.2985
[0m Accuracy[0m 0.2419
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.4167
[0m PPV[0m 0.5000
[0m NPV[0m 0.3333
[0m F1[0m 0.5000
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:57:01[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:57:02[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:57:02[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:57:02[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:57:02[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m3.96[39m[90m; User: [39m[90m5.09[39m[90m; System: [39m[90m0.29[39m[90m)[39m
[90m[2020-06-29 04:57:02[1m FUN[22m] [39mRunning grid line #35 of 40...
[90m[2020-06-29 04:57:03[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:57:03[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 15 18
[36m[1m 0[22m[39m 16 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4839
[0m Specificity[0m 0.4194
[0mBalanced Accuracy[0m 0.4516
[0m PPV[0m 0.4545
[0m NPV[0m 0.4483
[0m F1[0m 0.4687
[0m Accuracy[0m 0.4516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 3
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 0.2500
[0mBalanced Accuracy[0m 0.2917
[0m PPV[0m 0.2500
[0m NPV[0m 0.3333
[0m F1[0m 0.2857
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:57:06[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:57:06[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:57:06[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:57:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:57:07[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.89[39m[90m; User: [39m[90m7.08[39m[90m; System: [39m[90m0.35[39m[90m)[39m
[90m[2020-06-29 04:57:07[1m FUN[22m] [39mRunning grid line #36 of 40...
[90m[2020-06-29 04:57:08[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:57:08[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:57:08[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 20 13
[36m[1m 0[22m[39m 11 19
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6452
[0m Specificity[0m 0.5938
[0mBalanced Accuracy[0m 0.6195
[0m PPV[0m 0.6061
[0m NPV[0m 0.6333
[0m F1[0m 0.6250
[0m Accuracy[0m 0.6190
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.3333
[0m PPV[0m 0.3333
[0m NPV[0m 0.3333
[0m F1[0m 0.3333
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:57:11[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:57:12[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:57:12[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:57:13[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:57:14[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.50[39m[90m; User: [39m[90m10.11[39m[90m; System: [39m[90m0.47[39m[90m)[39m
[90m[2020-06-29 04:57:14[1m FUN[22m] [39mRunning grid line #37 of 40...
[90m[2020-06-29 04:57:14[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:57:14[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:57:14[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 22 21
[36m[1m 0[22m[39m 8 11
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7333
[0m Specificity[0m 0.3438
[0mBalanced Accuracy[0m 0.5385
[0m PPV[0m 0.5116
[0m NPV[0m 0.5789
[0m F1[0m 0.6027
[0m Accuracy[0m 0.5323
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5417
[0m PPV[0m 0.6000
[0m NPV[0m 0.5000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:57:18[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:57:18[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:57:18[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:57:18[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:57:19[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.78[39m[90m; User: [39m[90m6.80[39m[90m; System: [39m[90m0.30[39m[90m)[39m
[90m[2020-06-29 04:57:19[1m FUN[22m] [39mRunning grid line #38 of 40...
[90m[2020-06-29 04:57:19[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:57:19[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 20 18
[36m[1m 0[22m[39m 11 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6452
[0m Specificity[0m 0.4194
[0mBalanced Accuracy[0m 0.5323
[0m PPV[0m 0.5263
[0m NPV[0m 0.5417
[0m F1[0m 0.5797
[0m Accuracy[0m 0.5323
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 3
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 0.2500
[0mBalanced Accuracy[0m 0.2917
[0m PPV[0m 0.2500
[0m NPV[0m 0.3333
[0m F1[0m 0.2857
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:57:22[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:57:23[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:57:23[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:57:23[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:57:24[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.12[39m[90m; User: [39m[90m7.42[39m[90m; System: [39m[90m0.22[39m[90m)[39m
[90m[2020-06-29 04:57:24[1m FUN[22m] [39mRunning grid line #39 of 40...
[90m[2020-06-29 04:57:24[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:57:24[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:57:25[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 9 19
[36m[1m 0[22m[39m 22 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2903
[0m Specificity[0m 0.4062
[0mBalanced Accuracy[0m 0.3483
[0m PPV[0m 0.3214
[0m NPV[0m 0.3714
[0m F1[0m 0.3051
[0m Accuracy[0m 0.3492
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 3
[36m[1m 0[22m[39m 2 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.1667
[0m PPV[0m 0.2500
[0m NPV[0m 0.0000
[0m F1[0m 0.2857
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:57:27[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:57:28[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:57:28[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:57:28[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:57:29[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.47[39m[90m; User: [39m[90m6.33[39m[90m; System: [39m[90m0.23[39m[90m)[39m
[90m[2020-06-29 04:57:29[1m FUN[22m] [39mRunning grid line #40 of 40...
[90m[2020-06-29 04:57:29[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:57:29[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:57:29[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 18 14
[36m[1m 0[22m[39m 12 17
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6000
[0m Specificity[0m 0.5484
[0mBalanced Accuracy[0m 0.5742
[0m PPV[0m 0.5625
[0m NPV[0m 0.5862
[0m F1[0m 0.5806
[0m Accuracy[0m 0.5738
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 0.6000
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:57:33[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:57:34[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:57:34[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:57:35[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:57:36[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.44[39m[90m; User: [39m[90m11.55[39m[90m; System: [39m[90m0.45[39m[90m)[39m
[90m[2020-06-29 04:57:43[1m FUN[22m] [39mRunning grid line #1 of 40...
[90m[2020-06-29 04:57:43[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:57:43[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:57:44[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 12
[36m[1m 0[22m[39m 1 19
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9667
[0m Specificity[0m 0.6129
[0mBalanced Accuracy[0m 0.7898
[0m PPV[0m 0.7073
[0m NPV[0m 0.9500
[0m F1[0m 0.8169
[0m Accuracy[0m 0.7869
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:57:48[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:57:48[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:57:49[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:57:52[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:57:55[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.18[39m[90m; User: [39m[90m18.93[39m[90m; System: [39m[90m0.52[39m[90m)[39m
[90m[2020-06-29 04:57:55[1m FUN[22m] [39mRunning grid line #2 of 40...
[90m[2020-06-29 04:57:55[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:57:55[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:57:55[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 5
[36m[1m 0[22m[39m 2 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.8438
[0mBalanced Accuracy[0m 0.8896
[0m PPV[0m 0.8529
[0m NPV[0m 0.9310
[0m F1[0m 0.8923
[0m Accuracy[0m 0.8889
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6667
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:57:59[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:58:00[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:58:00[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:58:02[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:58:04[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.11[39m[90m; User: [39m[90m15.42[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 04:58:04[1m FUN[22m] [39mRunning grid line #3 of 40...
[90m[2020-06-29 04:58:04[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:58:04[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 7
[36m[1m 0[22m[39m 2 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.7742
[0mBalanced Accuracy[0m 0.8548
[0m PPV[0m 0.8056
[0m NPV[0m 0.9231
[0m F1[0m 0.8657
[0m Accuracy[0m 0.8548
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:58:08[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:58:09[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:58:09[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:58:11[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:58:13[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.67[39m[90m; User: [39m[90m14.56[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 04:58:13[1m FUN[22m] [39mRunning grid line #4 of 40...
[90m[2020-06-29 04:58:13[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:58:13[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:58:13[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 7
[36m[1m 0[22m[39m 2 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9333
[0m Specificity[0m 0.7812
[0mBalanced Accuracy[0m 0.8573
[0m PPV[0m 0.8000
[0m NPV[0m 0.9259
[0m F1[0m 0.8615
[0m Accuracy[0m 0.8548
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:58:17[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:58:18[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:58:18[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:58:20[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:58:21[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.56[39m[90m; User: [39m[90m14.45[39m[90m; System: [39m[90m0.33[39m[90m)[39m
[90m[2020-06-29 04:58:21[1m FUN[22m] [39mRunning grid line #5 of 40...
[90m[2020-06-29 04:58:21[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:58:22[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 8
[36m[1m 0[22m[39m 2 23
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.7419
[0mBalanced Accuracy[0m 0.8387
[0m PPV[0m 0.7838
[0m NPV[0m 0.9200
[0m F1[0m 0.8529
[0m Accuracy[0m 0.8387
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:58:25[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:58:26[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:58:26[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:58:28[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:58:30[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.38[39m[90m; User: [39m[90m13.93[39m[90m; System: [39m[90m0.56[39m[90m)[39m
[90m[2020-06-29 04:58:30[1m FUN[22m] [39mRunning grid line #6 of 40...
[90m[2020-06-29 04:58:30[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:58:30[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:58:30[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 6
[36m[1m 0[22m[39m 2 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.8125
[0mBalanced Accuracy[0m 0.8740
[0m PPV[0m 0.8286
[0m NPV[0m 0.9286
[0m F1[0m 0.8788
[0m Accuracy[0m 0.8730
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6000
[0m NPV[0m 1.0000
[0m F1[0m 0.7500
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:58:34[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:58:34[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:58:34[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:58:36[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:58:37[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.59[39m[90m; User: [39m[90m12.10[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 04:58:37[1m FUN[22m] [39mRunning grid line #7 of 40...
[90m[2020-06-29 04:58:37[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:58:38[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:58:38[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 7
[36m[1m 0[22m[39m 2 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9333
[0m Specificity[0m 0.7812
[0mBalanced Accuracy[0m 0.8573
[0m PPV[0m 0.8000
[0m NPV[0m 0.9259
[0m F1[0m 0.8615
[0m Accuracy[0m 0.8548
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:58:41[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:58:42[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:58:42[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:58:44[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:58:45[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.50[39m[90m; User: [39m[90m12.22[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 04:58:45[1m FUN[22m] [39mRunning grid line #8 of 40...
[90m[2020-06-29 04:58:45[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:58:45[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 4
[36m[1m 0[22m[39m 3 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9032
[0m Specificity[0m 0.8710
[0mBalanced Accuracy[0m 0.8871
[0m PPV[0m 0.8750
[0m NPV[0m 0.9000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8871
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:58:49[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:58:50[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:58:50[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:58:53[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:58:55[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.41[39m[90m; User: [39m[90m15.61[39m[90m; System: [39m[90m0.49[39m[90m)[39m
[90m[2020-06-29 04:58:55[1m FUN[22m] [39mRunning grid line #9 of 40...
[90m[2020-06-29 04:58:55[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:58:55[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:58:55[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 8
[36m[1m 0[22m[39m 0 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.7949
[0m NPV[0m 1.0000
[0m F1[0m 0.8857
[0m Accuracy[0m 0.8730
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 1.0000
[0m NPV[0m 0.6000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:58:59[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:58:59[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:58:59[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:59:02[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:59:03[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.29[39m[90m; User: [39m[90m13.54[39m[90m; System: [39m[90m0.62[39m[90m)[39m
[90m[2020-06-29 04:59:03[1m FUN[22m] [39mRunning grid line #10 of 40...
[90m[2020-06-29 04:59:03[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:59:03[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:59:03[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 9
[36m[1m 0[22m[39m 1 22
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9667
[0m Specificity[0m 0.7097
[0mBalanced Accuracy[0m 0.8382
[0m PPV[0m 0.7632
[0m NPV[0m 0.9565
[0m F1[0m 0.8529
[0m Accuracy[0m 0.8361
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 2
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:59:08[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:59:08[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:59:09[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:59:11[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:59:13[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m9.92[39m[90m; User: [39m[90m16.63[39m[90m; System: [39m[90m0.56[39m[90m)[39m
[90m[2020-06-29 04:59:13[1m FUN[22m] [39mRunning grid line #11 of 40...
[90m[2020-06-29 04:59:13[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:59:13[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 04:59:13[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 2
[36m[1m 0[22m[39m 1 29
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9667
[0m Specificity[0m 0.9355
[0mBalanced Accuracy[0m 0.9511
[0m PPV[0m 0.9355
[0m NPV[0m 0.9667
[0m F1[0m 0.9508
[0m Accuracy[0m 0.9508
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 0.6667
[0m NPV[0m 0.6000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:59:18[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:59:19[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:59:19[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:59:21[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:59:23[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.32[39m[90m; User: [39m[90m17.70[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 04:59:23[1m FUN[22m] [39mRunning grid line #12 of 40...
[90m[2020-06-29 04:59:23[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:59:24[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 04:59:24[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 3
[36m[1m 0[22m[39m 0 29
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9062
[0mBalanced Accuracy[0m 0.9531
[0m PPV[0m 0.9118
[0m NPV[0m 1.0000
[0m F1[0m 0.9538
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6667
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:59:28[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:59:29[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:59:29[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:59:31[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:59:32[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.92[39m[90m; User: [39m[90m14.58[39m[90m; System: [39m[90m0.56[39m[90m)[39m
[90m[2020-06-29 04:59:32[1m FUN[22m] [39mRunning grid line #13 of 40...
[90m[2020-06-29 04:59:32[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:59:33[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 3
[36m[1m 0[22m[39m 2 28
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.9032
[0mBalanced Accuracy[0m 0.9194
[0m PPV[0m 0.9062
[0m NPV[0m 0.9333
[0m F1[0m 0.9206
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:59:38[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:59:38[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:59:39[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:59:41[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:59:43[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.75[39m[90m; User: [39m[90m18.64[39m[90m; System: [39m[90m0.45[39m[90m)[39m
[90m[2020-06-29 04:59:43[1m FUN[22m] [39mRunning grid line #14 of 40...
[90m[2020-06-29 04:59:43[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 04:59:43[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:59:44[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 0
[36m[1m 0[22m[39m 0 32
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 04:59:50[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 04:59:51[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 04:59:51[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 04:59:55[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 04:59:58[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.24[39m[90m minutes ([39m[90mReal: [39m[90m14.47[39m[90m; User: [39m[90m25.53[39m[90m; System: [39m[90m0.68[39m[90m)[39m
[90m[2020-06-29 04:59:58[1m FUN[22m] [39mRunning grid line #15 of 40...
[90m[2020-06-29 04:59:58[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 04:59:58[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 3
[36m[1m 0[22m[39m 1 28
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 0.9032
[0mBalanced Accuracy[0m 0.9355
[0m PPV[0m 0.9091
[0m NPV[0m 0.9655
[0m F1[0m 0.9375
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.6000
[0m NPV[0m 1.0000
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:00:03[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:00:04[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:00:04[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:00:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:00:09[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.77[39m[90m; User: [39m[90m18.41[39m[90m; System: [39m[90m0.54[39m[90m)[39m
[90m[2020-06-29 05:00:09[1m FUN[22m] [39mRunning grid line #16 of 40...
[90m[2020-06-29 05:00:09[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:00:09[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:00:09[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 0
[36m[1m 0[22m[39m 0 32
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6000
[0m NPV[0m 1.0000
[0m F1[0m 0.7500
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:00:15[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:00:16[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:00:16[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:00:20[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:00:23[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.24[39m[90m minutes ([39m[90mReal: [39m[90m14.14[39m[90m; User: [39m[90m25.39[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 05:00:23[1m FUN[22m] [39mRunning grid line #17 of 40...
[90m[2020-06-29 05:00:23[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:00:23[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:00:23[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 2
[36m[1m 0[22m[39m 0 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9375
[0mBalanced Accuracy[0m 0.9688
[0m PPV[0m 0.9375
[0m NPV[0m 1.0000
[0m F1[0m 0.9677
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:00:28[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:00:29[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:00:29[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:00:32[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:00:34[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m11[39m[90m; User: [39m[90m18.64[39m[90m; System: [39m[90m0.52[39m[90m)[39m
[90m[2020-06-29 05:00:34[1m FUN[22m] [39mRunning grid line #18 of 40...
[90m[2020-06-29 05:00:34[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:00:34[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 2
[36m[1m 0[22m[39m 2 29
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.9355
[0mBalanced Accuracy[0m 0.9355
[0m PPV[0m 0.9355
[0m NPV[0m 0.9355
[0m F1[0m 0.9355
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:00:39[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:00:40[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:00:40[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:00:42[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:00:44[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.44[39m[90m; User: [39m[90m16.13[39m[90m; System: [39m[90m0.30[39m[90m)[39m
[90m[2020-06-29 05:00:44[1m FUN[22m] [39mRunning grid line #19 of 40...
[90m[2020-06-29 05:00:44[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:00:44[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:00:44[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 2
[36m[1m 0[22m[39m 0 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9375
[0mBalanced Accuracy[0m 0.9688
[0m PPV[0m 0.9394
[0m NPV[0m 1.0000
[0m F1[0m 0.9688
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 1.0000
[0m NPV[0m 0.6000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:00:48[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:00:49[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:00:49[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:00:51[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:00:53[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.29[39m[90m; User: [39m[90m15.80[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 05:00:53[1m FUN[22m] [39mRunning grid line #20 of 40...
[90m[2020-06-29 05:00:53[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:00:53[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 05:00:53[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 1
[36m[1m 0[22m[39m 1 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9667
[0m Specificity[0m 0.9677
[0mBalanced Accuracy[0m 0.9672
[0m PPV[0m 0.9667
[0m NPV[0m 0.9677
[0m F1[0m 0.9667
[0m Accuracy[0m 0.9672
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 2
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:00:58[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:00:59[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:00:59[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:01:02[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:01:05[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.54[39m[90m; User: [39m[90m19.97[39m[90m; System: [39m[90m0.49[39m[90m)[39m
[90m[2020-06-29 05:01:05[1m FUN[22m] [39mRunning grid line #21 of 40...
[90m[2020-06-29 05:01:05[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:01:05[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 05:01:05[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 0
[36m[1m 0[22m[39m 2 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9667
[0m PPV[0m 1.0000
[0m NPV[0m 0.9394
[0m F1[0m 0.9655
[0m Accuracy[0m 0.9672
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:01:09[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:01:10[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:01:10[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:01:11[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:01:13[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m8.08[39m[90m; User: [39m[90m13.43[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 05:01:13[1m FUN[22m] [39mRunning grid line #22 of 40...
[90m[2020-06-29 05:01:13[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:01:13[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:01:13[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 22 1
[36m[1m 0[22m[39m 9 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7097
[0m Specificity[0m 0.9688
[0mBalanced Accuracy[0m 0.8392
[0m PPV[0m 0.9565
[0m NPV[0m 0.7750
[0m F1[0m 0.8148
[0m Accuracy[0m 0.8413
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 1.0000
[0m NPV[0m 0.6000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:01:16[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:01:17[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:01:17[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:01:18[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:01:19[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6[39m[90m; User: [39m[90m9.40[39m[90m; System: [39m[90m0.30[39m[90m)[39m
[90m[2020-06-29 05:01:19[1m FUN[22m] [39mRunning grid line #23 of 40...
[90m[2020-06-29 05:01:19[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:01:19[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 0
[36m[1m 0[22m[39m 2 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9677
[0m PPV[0m 1.0000
[0m NPV[0m 0.9394
[0m F1[0m 0.9667
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:01:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:01:25[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:01:25[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:01:28[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:01:30[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.89[39m[90m; User: [39m[90m18.85[39m[90m; System: [39m[90m0.49[39m[90m)[39m
[90m[2020-06-29 05:01:30[1m FUN[22m] [39mRunning grid line #24 of 40...
[90m[2020-06-29 05:01:30[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:01:30[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:01:30[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 25 1
[36m[1m 0[22m[39m 5 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 0.9688
[0mBalanced Accuracy[0m 0.9010
[0m PPV[0m 0.9615
[0m NPV[0m 0.8611
[0m F1[0m 0.8929
[0m Accuracy[0m 0.9032
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:01:35[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:01:36[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:01:36[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:01:39[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:01:40[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.37[39m[90m; User: [39m[90m17.72[39m[90m; System: [39m[90m0.52[39m[90m)[39m
[90m[2020-06-29 05:01:40[1m FUN[22m] [39mRunning grid line #25 of 40...
[90m[2020-06-29 05:01:41[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:01:41[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 3
[36m[1m 0[22m[39m 0 28
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9032
[0mBalanced Accuracy[0m 0.9516
[0m PPV[0m 0.9118
[0m NPV[0m 1.0000
[0m F1[0m 0.9538
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.6000
[0m NPV[0m 1.0000
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:01:45[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:01:46[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:01:46[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:01:48[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:01:50[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.21[39m[90m; User: [39m[90m15.64[39m[90m; System: [39m[90m0.40[39m[90m)[39m
[90m[2020-06-29 05:01:50[1m FUN[22m] [39mRunning grid line #26 of 40...
[90m[2020-06-29 05:01:50[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:01:50[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:01:50[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 0
[36m[1m 0[22m[39m 2 32
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9677
[0m PPV[0m 1.0000
[0m NPV[0m 0.9412
[0m F1[0m 0.9667
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6000
[0m NPV[0m 1.0000
[0m F1[0m 0.7500
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:01:55[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:01:56[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:01:56[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:01:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:01:59[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.29[39m[90m; User: [39m[90m15.37[39m[90m; System: [39m[90m0.40[39m[90m)[39m
[90m[2020-06-29 05:01:59[1m FUN[22m] [39mRunning grid line #27 of 40...
[90m[2020-06-29 05:01:59[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:01:59[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:02:00[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 27 2
[36m[1m 0[22m[39m 3 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9000
[0m Specificity[0m 0.9375
[0mBalanced Accuracy[0m 0.9188
[0m PPV[0m 0.9310
[0m NPV[0m 0.9091
[0m F1[0m 0.9153
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:02:04[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:02:04[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:02:04[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:02:06[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:02:08[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.37[39m[90m; User: [39m[90m13.99[39m[90m; System: [39m[90m0.47[39m[90m)[39m
[90m[2020-06-29 05:02:08[1m FUN[22m] [39mRunning grid line #28 of 40...
[90m[2020-06-29 05:02:08[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:02:08[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 27 1
[36m[1m 0[22m[39m 4 30
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8710
[0m Specificity[0m 0.9677
[0mBalanced Accuracy[0m 0.9194
[0m PPV[0m 0.9643
[0m NPV[0m 0.8824
[0m F1[0m 0.9153
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.5417
[0m PPV[0m 0.5000
[0m NPV[0m 0.6000
[0m F1[0m 0.4000
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:02:12[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:02:12[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:02:13[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:02:14[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:02:15[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.68[39m[90m; User: [39m[90m12.80[39m[90m; System: [39m[90m0.32[39m[90m)[39m
[90m[2020-06-29 05:02:16[1m FUN[22m] [39mRunning grid line #29 of 40...
[90m[2020-06-29 05:02:16[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:02:16[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:02:16[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 1
[36m[1m 0[22m[39m 1 31
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9677
[0m Specificity[0m 0.9688
[0mBalanced Accuracy[0m 0.9682
[0m PPV[0m 0.9677
[0m NPV[0m 0.9688
[0m F1[0m 0.9677
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.4000
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:02:20[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:02:21[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:02:21[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:02:23[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:02:24[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.44[39m[90m; User: [39m[90m12.39[39m[90m; System: [39m[90m0.43[39m[90m)[39m
[90m[2020-06-29 05:02:24[1m FUN[22m] [39mRunning grid line #30 of 40...
[90m[2020-06-29 05:02:24[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:02:24[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 05:02:24[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 4
[36m[1m 0[22m[39m 0 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8710
[0mBalanced Accuracy[0m 0.9355
[0m PPV[0m 0.8824
[0m NPV[0m 1.0000
[0m F1[0m 0.9375
[0m Accuracy[0m 0.9344
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:02:27[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:02:28[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:02:28[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:02:28[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:02:29[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m5.06[39m[90m; User: [39m[90m7.39[39m[90m; System: [39m[90m0.32[39m[90m)[39m
[90m[2020-06-29 05:02:29[1m FUN[22m] [39mRunning grid line #31 of 40...
[90m[2020-06-29 05:02:29[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:02:29[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 05:02:30[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 17 26
[36m[1m 0[22m[39m 13 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5667
[0m Specificity[0m 0.1613
[0mBalanced Accuracy[0m 0.3640
[0m PPV[0m 0.3953
[0m NPV[0m 0.2778
[0m F1[0m 0.4658
[0m Accuracy[0m 0.3607
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 2
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:02:33[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:02:33[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:02:33[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:02:33[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:02:34[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.80[39m[90m; User: [39m[90m6.74[39m[90m; System: [39m[90m0.27[39m[90m)[39m
[90m[2020-06-29 05:02:34[1m FUN[22m] [39mRunning grid line #32 of 40...
[90m[2020-06-29 05:02:34[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:02:34[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:02:34[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 22
[36m[1m 0[22m[39m 0 10
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.3125
[0mBalanced Accuracy[0m 0.6562
[0m PPV[0m 0.5849
[0m NPV[0m 1.0000
[0m F1[0m 0.7381
[0m Accuracy[0m 0.6508
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:02:37[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:02:37[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:02:37[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:02:38[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:02:38[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.89[39m[90m; User: [39m[90m5.15[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 05:02:38[1m FUN[22m] [39mRunning grid line #33 of 40...
[90m[2020-06-29 05:02:38[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:02:38[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 7
[36m[1m 0[22m[39m 30 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0323
[0m Specificity[0m 0.7742
[0mBalanced Accuracy[0m 0.4032
[0m PPV[0m 0.1250
[0m NPV[0m 0.4444
[0m F1[0m 0.0513
[0m Accuracy[0m 0.4032
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 2 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 1.0000
[0m NPV[0m 0.6667
[0m F1[0m 0.5000
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:02:41[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:02:42[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:02:42[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:02:43[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:02:43[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.31[39m[90m; User: [39m[90m8.05[39m[90m; System: [39m[90m0.31[39m[90m)[39m
[90m[2020-06-29 05:02:44[1m FUN[22m] [39mRunning grid line #34 of 40...
[90m[2020-06-29 05:02:44[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:02:44[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:02:44[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 22 24
[36m[1m 0[22m[39m 8 8
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7333
[0m Specificity[0m 0.2500
[0mBalanced Accuracy[0m 0.4917
[0m PPV[0m 0.4783
[0m NPV[0m 0.5000
[0m F1[0m 0.5789
[0m Accuracy[0m 0.4839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:02:47[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:02:47[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:02:47[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:02:47[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:02:48[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.22[39m[90m; User: [39m[90m5.85[39m[90m; System: [39m[90m0.28[39m[90m)[39m
[90m[2020-06-29 05:02:48[1m FUN[22m] [39mRunning grid line #35 of 40...
[90m[2020-06-29 05:02:48[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:02:48[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 18 22
[36m[1m 0[22m[39m 13 9
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5806
[0m Specificity[0m 0.2903
[0mBalanced Accuracy[0m 0.4355
[0m PPV[0m 0.4500
[0m NPV[0m 0.4091
[0m F1[0m 0.5070
[0m Accuracy[0m 0.4355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 4
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.4286
[0m NPV[0m NA
[0m F1[0m 0.6000
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:02:51[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:02:52[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:02:52[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:02:52[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:02:53[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.98[39m[90m; User: [39m[90m7.11[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 05:02:53[1m FUN[22m] [39mRunning grid line #36 of 40...
[90m[2020-06-29 05:02:53[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:02:53[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:02:53[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 9 18
[36m[1m 0[22m[39m 22 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2903
[0m Specificity[0m 0.4375
[0mBalanced Accuracy[0m 0.3639
[0m PPV[0m 0.3333
[0m NPV[0m 0.3889
[0m F1[0m 0.3103
[0m Accuracy[0m 0.3651
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.3333
[0m PPV[0m 0.3333
[0m NPV[0m 0.3333
[0m F1[0m 0.3333
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:02:56[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:02:56[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:02:56[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:02:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:02:57[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4[39m[90m; User: [39m[90m5.50[39m[90m; System: [39m[90m0.28[39m[90m)[39m
[90m[2020-06-29 05:02:57[1m FUN[22m] [39mRunning grid line #37 of 40...
[90m[2020-06-29 05:02:57[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:02:57[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:02:57[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 7 14
[36m[1m 0[22m[39m 23 18
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2333
[0m Specificity[0m 0.5625
[0mBalanced Accuracy[0m 0.3979
[0m PPV[0m 0.3333
[0m NPV[0m 0.4390
[0m F1[0m 0.2745
[0m Accuracy[0m 0.4032
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.4167
[0m PPV[0m 0.5000
[0m NPV[0m 0.3333
[0m F1[0m 0.5000
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:03:01[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:03:01[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:03:01[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:03:01[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:03:02[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.16[39m[90m; User: [39m[90m7.48[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 05:03:02[1m FUN[22m] [39mRunning grid line #38 of 40...
[90m[2020-06-29 05:03:02[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:03:03[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 10
[36m[1m 0[22m[39m 25 21
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1935
[0m Specificity[0m 0.6774
[0mBalanced Accuracy[0m 0.4355
[0m PPV[0m 0.3750
[0m NPV[0m 0.4565
[0m F1[0m 0.2553
[0m Accuracy[0m 0.4355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.5417
[0m PPV[0m 0.5000
[0m NPV[0m 0.6000
[0m F1[0m 0.4000
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:03:06[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:03:06[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:03:06[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:03:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:03:08[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.61[39m[90m; User: [39m[90m8.36[39m[90m; System: [39m[90m0.37[39m[90m)[39m
[90m[2020-06-29 05:03:08[1m FUN[22m] [39mRunning grid line #39 of 40...
[90m[2020-06-29 05:03:08[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:03:08[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:03:08[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 21
[36m[1m 0[22m[39m 2 11
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9355
[0m Specificity[0m 0.3438
[0mBalanced Accuracy[0m 0.6396
[0m PPV[0m 0.5800
[0m NPV[0m 0.8462
[0m F1[0m 0.7160
[0m Accuracy[0m 0.6349
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 3
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m NA
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:03:12[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:03:12[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:03:12[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:03:12[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:03:13[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.13[39m[90m; User: [39m[90m7.55[39m[90m; System: [39m[90m0.25[39m[90m)[39m
[90m[2020-06-29 05:03:13[1m FUN[22m] [39mRunning grid line #40 of 40...
[90m[2020-06-29 05:03:13[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:03:13[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 05:03:14[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 7
[36m[1m 0[22m[39m 24 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2000
[0m Specificity[0m 0.7742
[0mBalanced Accuracy[0m 0.4871
[0m PPV[0m 0.4615
[0m NPV[0m 0.5000
[0m F1[0m 0.2791
[0m Accuracy[0m 0.4918
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 3 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:03:17[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:03:17[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:03:17[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:03:17[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:03:18[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.80[39m[90m; User: [39m[90m6.83[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[1m[[ [22m[39m[1melevate [36m[1mADDTREE[1m[39m[22m[90m[1m ]]
[22m[39m N repeats = [36m[1m1[22m[39m
N resamples = [36m[1m10[22m[39m
Resampler = [36m[1mkfold[22m[39m
Balanced Accuracy of 10 aggregated test sets in each repeat = [36m[1m0.68[22m[39m
[90m[2020-06-29 05:03:24[1m elevate[22m] [39m[90mRun completed in [39m[90m59.28[39m[90m minutes ([39m[90mReal: [39m[90m3556.78[39m[90m; User: [39m[90m5836.36[39m[90m; System: [39m[90m186.17[39m[90m)[39m
saveRDS(cases.force.tree, "cases-force-tree.rds")
cases.op.tree <- elevate(cases.op, mod = "addtree",
resampler = "kfold", n.resamples = 10,
grid.resample.rtset = rtset.resample("kfold", 10),
gamma = c(0.1, 0.5, 0.9, 1.3),
learning.rate = 0.001,
seed = 2020)
[90m[2020-06-29 05:03:35[1m elevate[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m77 x 39
[22m Training outcome: [1m77 x 1
[22m
[90m[2020-06-29 05:03:35[1m resLearn[22m] [39mTraining Additive Tree on 10 independent folds...
| | 0 % ~calculating [90m[2020-06-29 05:03:35[1m FUN[22m] [39mRunning grid line #1 of 40...
[90m[2020-06-29 05:03:35[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:03:35[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:03:36[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 2
[36m[1m 0[22m[39m 4 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8824
[0m Specificity[0m 0.9259
[0mBalanced Accuracy[0m 0.9041
[0m PPV[0m 0.9375
[0m NPV[0m 0.8621
[0m F1[0m 0.9091
[0m Accuracy[0m 0.9016
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:03:41[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:03:41[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:03:42[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:03:45[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:03:47[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.38[39m[90m; User: [39m[90m18.81[39m[90m; System: [39m[90m0.55[39m[90m)[39m
[90m[2020-06-29 05:03:47[1m FUN[22m] [39mRunning grid line #2 of 40...
[90m[2020-06-29 05:03:47[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:03:47[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:03:47[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 0
[36m[1m 0[22m[39m 6 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8235
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9118
[0m PPV[0m 1.0000
[0m NPV[0m 0.8182
[0m F1[0m 0.9032
[0m Accuracy[0m 0.9016
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 3 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.4583
[0m PPV[0m 0.5000
[0m NPV[0m 0.4000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:03:51[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:03:52[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:03:52[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:03:54[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:03:55[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.41[39m[90m; User: [39m[90m14.05[39m[90m; System: [39m[90m0.43[39m[90m)[39m
[90m[2020-06-29 05:03:55[1m FUN[22m] [39mRunning grid line #3 of 40...
[90m[2020-06-29 05:03:55[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:03:55[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:03:56[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 3
[36m[1m 0[22m[39m 5 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8529
[0m Specificity[0m 0.8889
[0mBalanced Accuracy[0m 0.8709
[0m PPV[0m 0.9062
[0m NPV[0m 0.8276
[0m F1[0m 0.8788
[0m Accuracy[0m 0.8689
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:04:00[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:04:00[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:04:00[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:04:02[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:04:03[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.94[39m[90m; User: [39m[90m12.94[39m[90m; System: [39m[90m0.48[39m[90m)[39m
[90m[2020-06-29 05:04:03[1m FUN[22m] [39mRunning grid line #4 of 40...
[90m[2020-06-29 05:04:03[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:04:04[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:04:04[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 3
[36m[1m 0[22m[39m 3 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9143
[0m Specificity[0m 0.8889
[0mBalanced Accuracy[0m 0.9016
[0m PPV[0m 0.9143
[0m NPV[0m 0.8889
[0m F1[0m 0.9143
[0m Accuracy[0m 0.9032
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6000
[0m NPV[0m 1.0000
[0m F1[0m 0.7500
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:04:08[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:04:09[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:04:09[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:04:12[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:04:14[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.83[39m[90m; User: [39m[90m18.50[39m[90m; System: [39m[90m0.58[39m[90m)[39m
[90m[2020-06-29 05:04:14[1m FUN[22m] [39mRunning grid line #5 of 40...
[90m[2020-06-29 05:04:14[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:04:14[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:04:15[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 2
[36m[1m 0[22m[39m 2 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9412
[0m Specificity[0m 0.9259
[0mBalanced Accuracy[0m 0.9336
[0m PPV[0m 0.9412
[0m NPV[0m 0.9259
[0m F1[0m 0.9412
[0m Accuracy[0m 0.9344
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:04:19[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:04:20[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:04:20[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:04:23[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:04:25[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.65[39m[90m; User: [39m[90m18.44[39m[90m; System: [39m[90m0.54[39m[90m)[39m
[90m[2020-06-29 05:04:25[1m FUN[22m] [39mRunning grid line #6 of 40...
[90m[2020-06-29 05:04:25[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:04:25[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:04:26[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 27 1
[36m[1m 0[22m[39m 7 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7941
[0m Specificity[0m 0.9630
[0mBalanced Accuracy[0m 0.8785
[0m PPV[0m 0.9643
[0m NPV[0m 0.7879
[0m F1[0m 0.8710
[0m Accuracy[0m 0.8689
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:04:32[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:04:33[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:04:33[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:04:36[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:04:38[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.22[39m[90m minutes ([39m[90mReal: [39m[90m13.11[39m[90m; User: [39m[90m21.79[39m[90m; System: [39m[90m0.51[39m[90m)[39m
[90m[2020-06-29 05:04:38[1m FUN[22m] [39mRunning grid line #7 of 40...
[90m[2020-06-29 05:04:38[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:04:38[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:04:39[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 2
[36m[1m 0[22m[39m 4 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8857
[0m Specificity[0m 0.9259
[0mBalanced Accuracy[0m 0.9058
[0m PPV[0m 0.9394
[0m NPV[0m 0.8621
[0m F1[0m 0.9118
[0m Accuracy[0m 0.9032
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:04:43[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:04:44[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:04:44[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:04:47[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:04:49[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.54[39m[90m; User: [39m[90m17.85[39m[90m; System: [39m[90m0.45[39m[90m)[39m
[90m[2020-06-29 05:04:49[1m FUN[22m] [39mRunning grid line #8 of 40...
[90m[2020-06-29 05:04:49[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:04:49[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:04:49[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 4
[36m[1m 0[22m[39m 2 23
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9412
[0m Specificity[0m 0.8519
[0mBalanced Accuracy[0m 0.8965
[0m PPV[0m 0.8889
[0m NPV[0m 0.9200
[0m F1[0m 0.9143
[0m Accuracy[0m 0.9016
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:04:54[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:04:54[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:04:54[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:04:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:04:58[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.18[39m[90m; User: [39m[90m15.37[39m[90m; System: [39m[90m0.49[39m[90m)[39m
[90m[2020-06-29 05:04:58[1m FUN[22m] [39mRunning grid line #9 of 40...
[90m[2020-06-29 05:04:58[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:04:58[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:04:59[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 3
[36m[1m 0[22m[39m 6 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8235
[0m Specificity[0m 0.8889
[0mBalanced Accuracy[0m 0.8562
[0m PPV[0m 0.9032
[0m NPV[0m 0.8000
[0m F1[0m 0.8615
[0m Accuracy[0m 0.8525
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:05:03[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:05:04[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:05:04[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:05:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:05:08[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.76[39m[90m; User: [39m[90m16.28[39m[90m; System: [39m[90m0.43[39m[90m)[39m
[90m[2020-06-29 05:05:08[1m FUN[22m] [39mRunning grid line #10 of 40...
[90m[2020-06-29 05:05:08[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:05:08[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:05:09[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 6
[36m[1m 0[22m[39m 3 21
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9118
[0m Specificity[0m 0.7778
[0mBalanced Accuracy[0m 0.8448
[0m PPV[0m 0.8378
[0m NPV[0m 0.8750
[0m F1[0m 0.8732
[0m Accuracy[0m 0.8525
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 3 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.2917
[0m PPV[0m 0.3333
[0m NPV[0m 0.2500
[0m F1[0m 0.2857
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:05:12[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:05:13[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:05:13[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:05:15[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:05:16[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.47[39m[90m; User: [39m[90m12.11[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 05:05:16[1m FUN[22m] [39mRunning grid line #11 of 40...
[90m[2020-06-29 05:05:16[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:05:16[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:05:16[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 2
[36m[1m 0[22m[39m 5 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8529
[0m Specificity[0m 0.9259
[0mBalanced Accuracy[0m 0.8894
[0m PPV[0m 0.9355
[0m NPV[0m 0.8333
[0m F1[0m 0.8923
[0m Accuracy[0m 0.8852
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:05:22[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:05:23[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:05:23[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:05:27[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:05:30[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.24[39m[90m minutes ([39m[90mReal: [39m[90m14.47[39m[90m; User: [39m[90m25.53[39m[90m; System: [39m[90m0.60[39m[90m)[39m
[90m[2020-06-29 05:05:30[1m FUN[22m] [39mRunning grid line #12 of 40...
[90m[2020-06-29 05:05:30[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:05:30[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:05:31[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 0
[36m[1m 0[22m[39m 1 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9706
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9853
[0m PPV[0m 1.0000
[0m NPV[0m 0.9643
[0m F1[0m 0.9851
[0m Accuracy[0m 0.9836
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 3 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.2917
[0m PPV[0m 0.3333
[0m NPV[0m 0.2500
[0m F1[0m 0.2857
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:05:36[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:05:37[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:05:37[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:05:40[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:05:43[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m12.08[39m[90m; User: [39m[90m21.02[39m[90m; System: [39m[90m0.55[39m[90m)[39m
[90m[2020-06-29 05:05:43[1m FUN[22m] [39mRunning grid line #13 of 40...
[90m[2020-06-29 05:05:43[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:05:43[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:05:43[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 3
[36m[1m 0[22m[39m 2 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9412
[0m Specificity[0m 0.8889
[0mBalanced Accuracy[0m 0.9150
[0m PPV[0m 0.9143
[0m NPV[0m 0.9231
[0m F1[0m 0.9275
[0m Accuracy[0m 0.9180
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:05:49[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:05:50[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:05:50[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:05:53[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:05:56[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.22[39m[90m minutes ([39m[90mReal: [39m[90m13[39m[90m; User: [39m[90m22.66[39m[90m; System: [39m[90m0.59[39m[90m)[39m
[90m[2020-06-29 05:05:56[1m FUN[22m] [39mRunning grid line #14 of 40...
[90m[2020-06-29 05:05:56[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:05:56[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:05:56[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 1
[36m[1m 0[22m[39m 2 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9429
[0m Specificity[0m 0.9630
[0mBalanced Accuracy[0m 0.9529
[0m PPV[0m 0.9706
[0m NPV[0m 0.9286
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6667
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:06:02[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:06:04[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:06:04[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:06:08[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:06:11[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.26[39m[90m minutes ([39m[90mReal: [39m[90m15.74[39m[90m; User: [39m[90m27.97[39m[90m; System: [39m[90m0.60[39m[90m)[39m
[90m[2020-06-29 05:06:12[1m FUN[22m] [39mRunning grid line #15 of 40...
[90m[2020-06-29 05:06:12[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:06:12[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:06:12[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 2
[36m[1m 0[22m[39m 2 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9412
[0m Specificity[0m 0.9259
[0mBalanced Accuracy[0m 0.9336
[0m PPV[0m 0.9412
[0m NPV[0m 0.9259
[0m F1[0m 0.9412
[0m Accuracy[0m 0.9344
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:06:18[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:06:19[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:06:19[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:06:23[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:06:25[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.23[39m[90m minutes ([39m[90mReal: [39m[90m13.81[39m[90m; User: [39m[90m24.08[39m[90m; System: [39m[90m0.70[39m[90m)[39m
[90m[2020-06-29 05:06:25[1m FUN[22m] [39mRunning grid line #16 of 40...
[90m[2020-06-29 05:06:26[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:06:26[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:06:26[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 1
[36m[1m 0[22m[39m 4 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8824
[0m Specificity[0m 0.9630
[0mBalanced Accuracy[0m 0.9227
[0m PPV[0m 0.9677
[0m NPV[0m 0.8667
[0m F1[0m 0.9231
[0m Accuracy[0m 0.9180
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:06:32[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:06:33[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:06:34[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:06:38[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:06:41[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.26[39m[90m minutes ([39m[90mReal: [39m[90m15.49[39m[90m; User: [39m[90m27.10[39m[90m; System: [39m[90m0.76[39m[90m)[39m
[90m[2020-06-29 05:06:41[1m FUN[22m] [39mRunning grid line #17 of 40...
[90m[2020-06-29 05:06:41[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:06:41[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:06:41[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 2
[36m[1m 0[22m[39m 1 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.9259
[0mBalanced Accuracy[0m 0.9487
[0m PPV[0m 0.9444
[0m NPV[0m 0.9615
[0m F1[0m 0.9577
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:06:47[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:06:48[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:06:48[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:06:52[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:06:55[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.23[39m[90m minutes ([39m[90mReal: [39m[90m13.84[39m[90m; User: [39m[90m24.03[39m[90m; System: [39m[90m0.62[39m[90m)[39m
[90m[2020-06-29 05:06:55[1m FUN[22m] [39mRunning grid line #18 of 40...
[90m[2020-06-29 05:06:55[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:06:55[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:06:55[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 3
[36m[1m 0[22m[39m 1 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9706
[0m Specificity[0m 0.8889
[0mBalanced Accuracy[0m 0.9297
[0m PPV[0m 0.9167
[0m NPV[0m 0.9600
[0m F1[0m 0.9429
[0m Accuracy[0m 0.9344
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:07:00[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:07:01[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:07:01[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:07:04[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:07:06[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.83[39m[90m; User: [39m[90m18.24[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 05:07:06[1m FUN[22m] [39mRunning grid line #19 of 40...
[90m[2020-06-29 05:07:06[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:07:06[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:07:06[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 3
[36m[1m 0[22m[39m 1 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9706
[0m Specificity[0m 0.8889
[0mBalanced Accuracy[0m 0.9297
[0m PPV[0m 0.9167
[0m NPV[0m 0.9600
[0m F1[0m 0.9429
[0m Accuracy[0m 0.9344
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:07:12[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:07:13[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:07:13[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:07:16[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:07:19[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.84[39m[90m; User: [39m[90m22[39m[90m; System: [39m[90m0.60[39m[90m)[39m
[90m[2020-06-29 05:07:19[1m FUN[22m] [39mRunning grid line #20 of 40...
[90m[2020-06-29 05:07:19[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:07:19[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:07:19[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 2
[36m[1m 0[22m[39m 0 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9259
[0mBalanced Accuracy[0m 0.9630
[0m PPV[0m 0.9444
[0m NPV[0m 1.0000
[0m F1[0m 0.9714
[0m Accuracy[0m 0.9672
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 3 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.2917
[0m PPV[0m 0.3333
[0m NPV[0m 0.2500
[0m F1[0m 0.2857
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:07:25[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:07:26[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:07:26[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:07:29[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:07:32[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.22[39m[90m minutes ([39m[90mReal: [39m[90m12.99[39m[90m; User: [39m[90m22.41[39m[90m; System: [39m[90m0.70[39m[90m)[39m
[90m[2020-06-29 05:07:32[1m FUN[22m] [39mRunning grid line #21 of 40...
[90m[2020-06-29 05:07:32[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:07:32[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:07:32[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 0
[36m[1m 0[22m[39m 3 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9118
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9559
[0m PPV[0m 1.0000
[0m NPV[0m 0.9000
[0m F1[0m 0.9538
[0m Accuracy[0m 0.9508
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:07:37[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:07:38[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:07:38[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:07:40[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:07:42[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.82[39m[90m; User: [39m[90m16.28[39m[90m; System: [39m[90m0.64[39m[90m)[39m
[90m[2020-06-29 05:07:42[1m FUN[22m] [39mRunning grid line #22 of 40...
[90m[2020-06-29 05:07:42[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:07:42[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:07:42[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 0
[36m[1m 0[22m[39m 0 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 3
[36m[1m 0[22m[39m 2 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.2500
[0m PPV[0m 0.4000
[0m NPV[0m 0.0000
[0m F1[0m 0.4444
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:07:47[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:07:47[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:07:47[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:07:49[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:07:50[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.40[39m[90m; User: [39m[90m13.31[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 05:07:50[1m FUN[22m] [39mRunning grid line #23 of 40...
[90m[2020-06-29 05:07:51[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:07:51[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:07:51[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 1
[36m[1m 0[22m[39m 2 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9412
[0m Specificity[0m 0.9630
[0mBalanced Accuracy[0m 0.9521
[0m PPV[0m 0.9697
[0m NPV[0m 0.9286
[0m F1[0m 0.9552
[0m Accuracy[0m 0.9508
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:07:55[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:07:56[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:07:56[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:07:58[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:07:59[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.66[39m[90m; User: [39m[90m13.95[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 05:07:59[1m FUN[22m] [39mRunning grid line #24 of 40...
[90m[2020-06-29 05:07:59[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:07:59[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:08:00[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 2
[36m[1m 0[22m[39m 5 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8571
[0m Specificity[0m 0.9259
[0mBalanced Accuracy[0m 0.8915
[0m PPV[0m 0.9375
[0m NPV[0m 0.8333
[0m F1[0m 0.8955
[0m Accuracy[0m 0.8871
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6667
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:08:06[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:08:08[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:08:08[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:08:12[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:08:15[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.27[39m[90m minutes ([39m[90mReal: [39m[90m16.09[39m[90m; User: [39m[90m26.14[39m[90m; System: [39m[90m0.80[39m[90m)[39m
[90m[2020-06-29 05:08:15[1m FUN[22m] [39mRunning grid line #25 of 40...
[90m[2020-06-29 05:08:15[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:08:16[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:08:16[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 2
[36m[1m 0[22m[39m 1 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9706
[0m Specificity[0m 0.9259
[0mBalanced Accuracy[0m 0.9483
[0m PPV[0m 0.9429
[0m NPV[0m 0.9615
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9508
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:08:20[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:08:21[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:08:21[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:08:23[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:08:24[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.95[39m[90m; User: [39m[90m14.06[39m[90m; System: [39m[90m0.61[39m[90m)[39m
[90m[2020-06-29 05:08:24[1m FUN[22m] [39mRunning grid line #26 of 40...
[90m[2020-06-29 05:08:25[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:08:25[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:08:25[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 0
[36m[1m 0[22m[39m 3 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9118
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9559
[0m PPV[0m 1.0000
[0m NPV[0m 0.9000
[0m F1[0m 0.9538
[0m Accuracy[0m 0.9508
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:08:30[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:08:31[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:08:31[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:08:34[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:08:36[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.17[39m[90m; User: [39m[90m18.39[39m[90m; System: [39m[90m0.58[39m[90m)[39m
[90m[2020-06-29 05:08:36[1m FUN[22m] [39mRunning grid line #27 of 40...
[90m[2020-06-29 05:08:36[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:08:36[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:08:36[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 1
[36m[1m 0[22m[39m 1 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.9630
[0mBalanced Accuracy[0m 0.9672
[0m PPV[0m 0.9714
[0m NPV[0m 0.9630
[0m F1[0m 0.9714
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:08:41[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:08:42[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:08:42[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:08:44[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:08:46[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.58[39m[90m; User: [39m[90m17.44[39m[90m; System: [39m[90m0.59[39m[90m)[39m
[90m[2020-06-29 05:08:47[1m FUN[22m] [39mRunning grid line #28 of 40...
[90m[2020-06-29 05:08:47[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:08:47[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:08:47[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 0
[36m[1m 0[22m[39m 0 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:08:52[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:08:52[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:08:52[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:08:54[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:08:56[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.41[39m[90m; User: [39m[90m14.92[39m[90m; System: [39m[90m0.57[39m[90m)[39m
[90m[2020-06-29 05:08:56[1m FUN[22m] [39mRunning grid line #29 of 40...
[90m[2020-06-29 05:08:56[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:08:56[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:08:56[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 2
[36m[1m 0[22m[39m 3 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9118
[0m Specificity[0m 0.9259
[0mBalanced Accuracy[0m 0.9188
[0m PPV[0m 0.9394
[0m NPV[0m 0.8929
[0m F1[0m 0.9254
[0m Accuracy[0m 0.9180
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:09:01[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:09:01[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:09:02[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:09:03[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:09:05[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.50[39m[90m; User: [39m[90m13.41[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 05:09:05[1m FUN[22m] [39mRunning grid line #30 of 40...
[90m[2020-06-29 05:09:05[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:09:05[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:09:05[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 1
[36m[1m 0[22m[39m 0 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9630
[0mBalanced Accuracy[0m 0.9815
[0m PPV[0m 0.9714
[0m NPV[0m 1.0000
[0m F1[0m 0.9855
[0m Accuracy[0m 0.9836
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 2
[36m[1m 0[22m[39m 4 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.1667
[0m PPV[0m 0.0000
[0m NPV[0m 0.2000
[0m F1[0m NA
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:09:10[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:09:11[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:09:11[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:09:13[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:09:15[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m9.95[39m[90m; User: [39m[90m15.52[39m[90m; System: [39m[90m0.49[39m[90m)[39m
[90m[2020-06-29 05:09:15[1m FUN[22m] [39mRunning grid line #31 of 40...
[90m[2020-06-29 05:09:15[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:09:15[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:09:15[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 9
[36m[1m 0[22m[39m 29 18
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1471
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.4069
[0m PPV[0m 0.3571
[0m NPV[0m 0.3830
[0m F1[0m 0.2083
[0m Accuracy[0m 0.3770
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:09:19[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:09:20[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:09:20[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:09:21[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:09:22[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.61[39m[90m; User: [39m[90m11.72[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 05:09:22[1m FUN[22m] [39mRunning grid line #32 of 40...
[90m[2020-06-29 05:09:23[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:09:23[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:09:23[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 5
[36m[1m 0[22m[39m 23 22
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3235
[0m Specificity[0m 0.8148
[0mBalanced Accuracy[0m 0.5692
[0m PPV[0m 0.6875
[0m NPV[0m 0.4889
[0m F1[0m 0.4400
[0m Accuracy[0m 0.5410
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 1
[36m[1m 0[22m[39m 4 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.3333
[0m PPV[0m 0.0000
[0m NPV[0m 0.3333
[0m F1[0m NA
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:09:26[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:09:26[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:09:26[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:09:26[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:09:26[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.78[39m[90m; User: [39m[90m4.84[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 05:09:26[1m FUN[22m] [39mRunning grid line #33 of 40...
[90m[2020-06-29 05:09:27[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:09:27[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:09:27[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 9 7
[36m[1m 0[22m[39m 25 20
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2647
[0m Specificity[0m 0.7407
[0mBalanced Accuracy[0m 0.5027
[0m PPV[0m 0.5625
[0m NPV[0m 0.4444
[0m F1[0m 0.3600
[0m Accuracy[0m 0.4754
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 3 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.4000
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:09:30[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:09:31[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:09:31[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:09:31[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:09:32[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.69[39m[90m; User: [39m[90m8.03[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 05:09:32[1m FUN[22m] [39mRunning grid line #34 of 40...
[90m[2020-06-29 05:09:32[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:09:32[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:09:33[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 15
[36m[1m 0[22m[39m 25 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2857
[0m Specificity[0m 0.4444
[0mBalanced Accuracy[0m 0.3651
[0m PPV[0m 0.4000
[0m NPV[0m 0.3243
[0m F1[0m 0.3333
[0m Accuracy[0m 0.3548
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:09:36[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:09:37[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:09:37[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:09:38[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:09:39[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.48[39m[90m; User: [39m[90m9.75[39m[90m; System: [39m[90m0.38[39m[90m)[39m
[90m[2020-06-29 05:09:39[1m FUN[22m] [39mRunning grid line #35 of 40...
[90m[2020-06-29 05:09:39[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:09:39[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:09:39[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 3
[36m[1m 0[22m[39m 29 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1471
[0m Specificity[0m 0.8889
[0mBalanced Accuracy[0m 0.5180
[0m PPV[0m 0.6250
[0m NPV[0m 0.4528
[0m F1[0m 0.2381
[0m Accuracy[0m 0.4754
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 4 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.4286
[0m F1[0m NA
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:09:43[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:09:43[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:09:43[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:09:44[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:09:45[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m5.83[39m[90m; User: [39m[90m8.42[39m[90m; System: [39m[90m0.40[39m[90m)[39m
[90m[2020-06-29 05:09:45[1m FUN[22m] [39mRunning grid line #36 of 40...
[90m[2020-06-29 05:09:45[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:09:45[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:09:45[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 7 11
[36m[1m 0[22m[39m 27 16
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2059
[0m Specificity[0m 0.5926
[0mBalanced Accuracy[0m 0.3992
[0m PPV[0m 0.3889
[0m NPV[0m 0.3721
[0m F1[0m 0.2692
[0m Accuracy[0m 0.3770
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 3 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.4000
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:09:49[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:09:50[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:09:50[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:09:51[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:09:52[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.22[39m[90m; User: [39m[90m11[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 05:09:52[1m FUN[22m] [39mRunning grid line #37 of 40...
[90m[2020-06-29 05:09:52[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:09:52[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:09:53[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 21 12
[36m[1m 0[22m[39m 14 15
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6000
[0m Specificity[0m 0.5556
[0mBalanced Accuracy[0m 0.5778
[0m PPV[0m 0.6364
[0m NPV[0m 0.5172
[0m F1[0m 0.6176
[0m Accuracy[0m 0.5806
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:09:57[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:09:57[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:09:57[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:09:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:09:58[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6.03[39m[90m; User: [39m[90m9.02[39m[90m; System: [39m[90m0.21[39m[90m)[39m
[90m[2020-06-29 05:09:58[1m FUN[22m] [39mRunning grid line #38 of 40...
[90m[2020-06-29 05:09:58[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:09:58[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:09:59[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 30 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1176
[0m Specificity[0m 0.9630
[0mBalanced Accuracy[0m 0.5403
[0m PPV[0m 0.8000
[0m NPV[0m 0.4643
[0m F1[0m 0.2051
[0m Accuracy[0m 0.4918
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 2
[36m[1m 0[22m[39m 4 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.1667
[0m PPV[0m 0.0000
[0m NPV[0m 0.2000
[0m F1[0m NA
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:10:02[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:10:02[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:10:02[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:10:03[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:10:04[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.21[39m[90m; User: [39m[90m7.35[39m[90m; System: [39m[90m0.30[39m[90m)[39m
[90m[2020-06-29 05:10:04[1m FUN[22m] [39mRunning grid line #39 of 40...
[90m[2020-06-29 05:10:04[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:10:04[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:10:04[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 18
[36m[1m 0[22m[39m 22 9
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3529
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.3431
[0m PPV[0m 0.4000
[0m NPV[0m 0.2903
[0m F1[0m 0.3750
[0m Accuracy[0m 0.3443
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 3
[36m[1m 0[22m[39m 2 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.2500
[0m PPV[0m 0.4000
[0m NPV[0m 0.0000
[0m F1[0m 0.4444
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:10:08[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:10:08[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:10:08[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:10:10[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:10:11[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.28[39m[90m; User: [39m[90m11.25[39m[90m; System: [39m[90m0.56[39m[90m)[39m
[90m[2020-06-29 05:10:11[1m FUN[22m] [39mRunning grid line #40 of 40...
[90m[2020-06-29 05:10:11[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:10:11[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:10:11[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 27
[36m[1m 0[22m[39m 2 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9412
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.4706
[0m PPV[0m 0.5424
[0m NPV[0m 0.0000
[0m F1[0m 0.6882
[0m Accuracy[0m 0.5246
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 3
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5714
[0m NPV[0m NA
[0m F1[0m 0.7273
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:10:15[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:10:15[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:10:15[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:10:15[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:10:16[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.75[39m[90m; User: [39m[90m6.53[39m[90m; System: [39m[90m0.30[39m[90m)[39m
[90m[2020-06-29 05:10:25[1m FUN[22m] [39mRunning grid line #1 of 40...
[90m[2020-06-29 05:10:25[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:10:25[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 05:10:25[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 5
[36m[1m 0[22m[39m 1 22
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.8148
[0mBalanced Accuracy[0m 0.8931
[0m PPV[0m 0.8718
[0m NPV[0m 0.9565
[0m F1[0m 0.9189
[0m Accuracy[0m 0.9032
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 0.6000
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:10:30[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:10:30[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:10:30[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:10:34[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:10:36[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.61[39m[90m; User: [39m[90m19.02[39m[90m; System: [39m[90m0.70[39m[90m)[39m
[90m[2020-06-29 05:10:36[1m FUN[22m] [39mRunning grid line #2 of 40...
[90m[2020-06-29 05:10:36[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:10:36[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:10:37[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 3
[36m[1m 0[22m[39m 4 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8857
[0m Specificity[0m 0.8929
[0mBalanced Accuracy[0m 0.8893
[0m PPV[0m 0.9118
[0m NPV[0m 0.8621
[0m F1[0m 0.8986
[0m Accuracy[0m 0.8889
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:10:42[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:10:42[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:10:42[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:10:46[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:10:47[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.20[39m[90m; User: [39m[90m18.08[39m[90m; System: [39m[90m0.69[39m[90m)[39m
[90m[2020-06-29 05:10:48[1m FUN[22m] [39mRunning grid line #3 of 40...
[90m[2020-06-29 05:10:48[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:10:48[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:10:48[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 4
[36m[1m 0[22m[39m 4 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8857
[0m Specificity[0m 0.8571
[0mBalanced Accuracy[0m 0.8714
[0m PPV[0m 0.8857
[0m NPV[0m 0.8571
[0m F1[0m 0.8857
[0m Accuracy[0m 0.8730
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:10:53[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:10:54[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:10:54[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:10:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:10:58[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.78[39m[90m; User: [39m[90m17.73[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 05:10:58[1m FUN[22m] [39mRunning grid line #4 of 40...
[90m[2020-06-29 05:10:58[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:10:59[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:10:59[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 2
[36m[1m 0[22m[39m 3 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9143
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9214
[0m PPV[0m 0.9412
[0m NPV[0m 0.8966
[0m F1[0m 0.9275
[0m Accuracy[0m 0.9206
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5417
[0m PPV[0m 0.6000
[0m NPV[0m 0.5000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:11:04[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:11:05[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:11:05[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:11:08[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:11:11[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m12.25[39m[90m; User: [39m[90m20.28[39m[90m; System: [39m[90m0.62[39m[90m)[39m
[90m[2020-06-29 05:11:11[1m FUN[22m] [39mRunning grid line #5 of 40...
[90m[2020-06-29 05:11:11[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:11:11[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:11:11[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 2
[36m[1m 0[22m[39m 2 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9429
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9357
[0m PPV[0m 0.9429
[0m NPV[0m 0.9286
[0m F1[0m 0.9429
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:11:16[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:11:17[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:11:17[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:11:21[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:11:23[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.63[39m[90m; User: [39m[90m21.14[39m[90m; System: [39m[90m0.77[39m[90m)[39m
[90m[2020-06-29 05:11:24[1m FUN[22m] [39mRunning grid line #6 of 40...
[90m[2020-06-29 05:11:24[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:11:24[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:11:24[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 1
[36m[1m 0[22m[39m 6 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.8988
[0m PPV[0m 0.9677
[0m NPV[0m 0.8182
[0m F1[0m 0.8955
[0m Accuracy[0m 0.8906
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.4000
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:11:28[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:11:29[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:11:29[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:11:31[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:11:33[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.05[39m[90m; User: [39m[90m14.03[39m[90m; System: [39m[90m0.67[39m[90m)[39m
[90m[2020-06-29 05:11:33[1m FUN[22m] [39mRunning grid line #7 of 40...
[90m[2020-06-29 05:11:33[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:11:33[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:11:33[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 0
[36m[1m 0[22m[39m 5 28
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8571
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9286
[0m PPV[0m 1.0000
[0m NPV[0m 0.8485
[0m F1[0m 0.9231
[0m Accuracy[0m 0.9206
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:11:39[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:11:39[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:11:39[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:11:43[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:11:45[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.58[39m[90m; User: [39m[90m20.88[39m[90m; System: [39m[90m0.68[39m[90m)[39m
[90m[2020-06-29 05:11:45[1m FUN[22m] [39mRunning grid line #8 of 40...
[90m[2020-06-29 05:11:45[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:11:46[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:11:46[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 2
[36m[1m 0[22m[39m 6 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8286
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.8786
[0m PPV[0m 0.9355
[0m NPV[0m 0.8125
[0m F1[0m 0.8788
[0m Accuracy[0m 0.8730
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:11:51[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:11:51[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:11:51[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:11:55[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:11:56[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.89[39m[90m; User: [39m[90m18.45[39m[90m; System: [39m[90m0.52[39m[90m)[39m
[90m[2020-06-29 05:11:56[1m FUN[22m] [39mRunning grid line #9 of 40...
[90m[2020-06-29 05:11:56[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:11:57[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:11:57[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 2
[36m[1m 0[22m[39m 5 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8571
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.8929
[0m PPV[0m 0.9375
[0m NPV[0m 0.8387
[0m F1[0m 0.8955
[0m Accuracy[0m 0.8889
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.6000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:12:02[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:12:02[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:12:02[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:12:05[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:12:07[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.67[39m[90m; User: [39m[90m17.65[39m[90m; System: [39m[90m0.62[39m[90m)[39m
[90m[2020-06-29 05:12:07[1m FUN[22m] [39mRunning grid line #10 of 40...
[90m[2020-06-29 05:12:07[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:12:07[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:12:08[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 2
[36m[1m 0[22m[39m 6 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8286
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.8786
[0m PPV[0m 0.9355
[0m NPV[0m 0.8125
[0m F1[0m 0.8788
[0m Accuracy[0m 0.8730
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.6000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:12:13[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:12:13[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:12:13[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:12:16[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:12:18[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.20[39m[90m; User: [39m[90m18.87[39m[90m; System: [39m[90m0.78[39m[90m)[39m
[90m[2020-06-29 05:12:19[1m FUN[22m] [39mRunning grid line #11 of 40...
[90m[2020-06-29 05:12:19[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:12:19[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 05:12:19[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 3
[36m[1m 0[22m[39m 2 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9429
[0m Specificity[0m 0.8889
[0mBalanced Accuracy[0m 0.9159
[0m PPV[0m 0.9167
[0m NPV[0m 0.9231
[0m F1[0m 0.9296
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.7500
[0m NPV[0m 0.7500
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:12:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:12:25[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:12:25[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:12:28[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:12:31[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m12.11[39m[90m; User: [39m[90m20.16[39m[90m; System: [39m[90m0.47[39m[90m)[39m
[90m[2020-06-29 05:12:31[1m FUN[22m] [39mRunning grid line #12 of 40...
[90m[2020-06-29 05:12:31[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:12:31[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:12:31[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 3
[36m[1m 0[22m[39m 1 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.8929
[0mBalanced Accuracy[0m 0.9321
[0m PPV[0m 0.9189
[0m NPV[0m 0.9615
[0m F1[0m 0.9444
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:12:37[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:12:38[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:12:38[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:12:42[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:12:45[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.23[39m[90m minutes ([39m[90mReal: [39m[90m13.94[39m[90m; User: [39m[90m24.20[39m[90m; System: [39m[90m0.70[39m[90m)[39m
[90m[2020-06-29 05:12:45[1m FUN[22m] [39mRunning grid line #13 of 40...
[90m[2020-06-29 05:12:45[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:12:45[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:12:45[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 2
[36m[1m 0[22m[39m 2 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9429
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9357
[0m PPV[0m 0.9429
[0m NPV[0m 0.9286
[0m F1[0m 0.9429
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:12:52[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:12:54[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:12:54[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:12:59[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:13:03[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.30[39m[90m minutes ([39m[90mReal: [39m[90m18.23[39m[90m; User: [39m[90m32.03[39m[90m; System: [39m[90m0.76[39m[90m)[39m
[90m[2020-06-29 05:13:03[1m FUN[22m] [39mRunning grid line #14 of 40...
[90m[2020-06-29 05:13:03[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:13:03[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:13:03[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 2
[36m[1m 0[22m[39m 1 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9500
[0m PPV[0m 0.9444
[0m NPV[0m 0.9630
[0m F1[0m 0.9577
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:13:10[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:13:11[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:13:11[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:13:15[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:13:18[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.24[39m[90m minutes ([39m[90mReal: [39m[90m14.43[39m[90m; User: [39m[90m24.28[39m[90m; System: [39m[90m0.92[39m[90m)[39m
[90m[2020-06-29 05:13:18[1m FUN[22m] [39mRunning grid line #15 of 40...
[90m[2020-06-29 05:13:18[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:13:18[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:13:18[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 2
[36m[1m 0[22m[39m 1 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9500
[0m PPV[0m 0.9444
[0m NPV[0m 0.9630
[0m F1[0m 0.9577
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:13:25[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:13:26[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:13:27[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:13:31[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:13:35[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.28[39m[90m minutes ([39m[90mReal: [39m[90m17.03[39m[90m; User: [39m[90m29.47[39m[90m; System: [39m[90m0.97[39m[90m)[39m
[90m[2020-06-29 05:13:35[1m FUN[22m] [39mRunning grid line #16 of 40...
[90m[2020-06-29 05:13:35[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:13:35[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:13:35[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 1
[36m[1m 0[22m[39m 4 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8889
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.9266
[0m PPV[0m 0.9697
[0m NPV[0m 0.8710
[0m F1[0m 0.9275
[0m Accuracy[0m 0.9219
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.4000
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:13:40[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:13:40[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:13:41[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:13:43[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:13:45[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.60[39m[90m; User: [39m[90m15.83[39m[90m; System: [39m[90m0.54[39m[90m)[39m
[90m[2020-06-29 05:13:45[1m FUN[22m] [39mRunning grid line #17 of 40...
[90m[2020-06-29 05:13:45[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:13:45[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:13:45[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 0
[36m[1m 0[22m[39m 4 28
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8857
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9429
[0m PPV[0m 1.0000
[0m NPV[0m 0.8750
[0m F1[0m 0.9394
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:13:51[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:13:52[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:13:52[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:13:55[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:13:58[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.22[39m[90m minutes ([39m[90mReal: [39m[90m13.40[39m[90m; User: [39m[90m23.22[39m[90m; System: [39m[90m0.59[39m[90m)[39m
[90m[2020-06-29 05:13:58[1m FUN[22m] [39mRunning grid line #18 of 40...
[90m[2020-06-29 05:13:58[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:13:58[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:13:59[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 2
[36m[1m 0[22m[39m 2 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9429
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9357
[0m PPV[0m 0.9429
[0m NPV[0m 0.9286
[0m F1[0m 0.9429
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:14:04[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:14:06[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:14:06[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:14:10[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:14:12[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.24[39m[90m minutes ([39m[90mReal: [39m[90m14.33[39m[90m; User: [39m[90m24.84[39m[90m; System: [39m[90m0.69[39m[90m)[39m
[90m[2020-06-29 05:14:13[1m FUN[22m] [39mRunning grid line #19 of 40...
[90m[2020-06-29 05:14:13[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:14:13[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:14:13[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 35 2
[36m[1m 0[22m[39m 0 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9643
[0m PPV[0m 0.9459
[0m NPV[0m 1.0000
[0m F1[0m 0.9722
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:14:18[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:14:19[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:14:19[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:14:23[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:14:25[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.32[39m[90m; User: [39m[90m20.66[39m[90m; System: [39m[90m0.61[39m[90m)[39m
[90m[2020-06-29 05:14:25[1m FUN[22m] [39mRunning grid line #20 of 40...
[90m[2020-06-29 05:14:25[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:14:25[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:14:25[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 2
[36m[1m 0[22m[39m 1 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9500
[0m PPV[0m 0.9444
[0m NPV[0m 0.9630
[0m F1[0m 0.9577
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.6000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:14:31[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:14:32[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:14:32[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:14:35[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:14:38[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.22[39m[90m minutes ([39m[90mReal: [39m[90m13[39m[90m; User: [39m[90m21.61[39m[90m; System: [39m[90m0.82[39m[90m)[39m
[90m[2020-06-29 05:14:38[1m FUN[22m] [39mRunning grid line #21 of 40...
[90m[2020-06-29 05:14:38[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:14:38[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 05:14:39[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 2
[36m[1m 0[22m[39m 1 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.9259
[0mBalanced Accuracy[0m 0.9487
[0m PPV[0m 0.9444
[0m NPV[0m 0.9615
[0m F1[0m 0.9577
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.8000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:14:43[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:14:43[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:14:43[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:14:45[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:14:46[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.92[39m[90m; User: [39m[90m12.36[39m[90m; System: [39m[90m0.40[39m[90m)[39m
[90m[2020-06-29 05:14:46[1m FUN[22m] [39mRunning grid line #22 of 40...
[90m[2020-06-29 05:14:46[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:14:46[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:14:47[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 35 2
[36m[1m 0[22m[39m 0 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9643
[0m PPV[0m 0.9459
[0m NPV[0m 1.0000
[0m F1[0m 0.9722
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:14:51[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:14:52[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:14:52[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:14:54[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:14:56[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.39[39m[90m; User: [39m[90m15.30[39m[90m; System: [39m[90m0.61[39m[90m)[39m
[90m[2020-06-29 05:14:56[1m FUN[22m] [39mRunning grid line #23 of 40...
[90m[2020-06-29 05:14:56[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:14:56[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:14:56[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 1
[36m[1m 0[22m[39m 3 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9143
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.9393
[0m PPV[0m 0.9697
[0m NPV[0m 0.9000
[0m F1[0m 0.9412
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:15:02[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:15:03[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:15:03[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:15:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:15:10[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.23[39m[90m minutes ([39m[90mReal: [39m[90m13.75[39m[90m; User: [39m[90m23.59[39m[90m; System: [39m[90m0.80[39m[90m)[39m
[90m[2020-06-29 05:15:10[1m FUN[22m] [39mRunning grid line #24 of 40...
[90m[2020-06-29 05:15:10[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:15:10[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:15:10[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 2
[36m[1m 0[22m[39m 1 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9500
[0m PPV[0m 0.9444
[0m NPV[0m 0.9630
[0m F1[0m 0.9577
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:15:14[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:15:15[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:15:15[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:15:16[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:15:18[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m8.03[39m[90m; User: [39m[90m12.46[39m[90m; System: [39m[90m0.45[39m[90m)[39m
[90m[2020-06-29 05:15:18[1m FUN[22m] [39mRunning grid line #25 of 40...
[90m[2020-06-29 05:15:18[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:15:18[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:15:18[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 1
[36m[1m 0[22m[39m 2 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9429
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.9536
[0m PPV[0m 0.9706
[0m NPV[0m 0.9310
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:15:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:15:24[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:15:24[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:15:28[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:15:30[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.62[39m[90m; User: [39m[90m21.07[39m[90m; System: [39m[90m0.71[39m[90m)[39m
[90m[2020-06-29 05:15:30[1m FUN[22m] [39mRunning grid line #26 of 40...
[90m[2020-06-29 05:15:31[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:15:31[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:15:31[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 35 1
[36m[1m 0[22m[39m 1 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9722
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.9683
[0m PPV[0m 0.9722
[0m NPV[0m 0.9643
[0m F1[0m 0.9722
[0m Accuracy[0m 0.9688
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6667
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:15:35[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:15:35[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:15:35[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:15:36[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:15:37[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.41[39m[90m; User: [39m[90m9.53[39m[90m; System: [39m[90m0.45[39m[90m)[39m
[90m[2020-06-29 05:15:37[1m FUN[22m] [39mRunning grid line #27 of 40...
[90m[2020-06-29 05:15:37[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:15:37[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:15:38[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 0
[36m[1m 0[22m[39m 7 28
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.8000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8889
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:15:42[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:15:42[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:15:42[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:15:44[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:15:45[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.72[39m[90m; User: [39m[90m11.88[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 05:15:45[1m FUN[22m] [39mRunning grid line #28 of 40...
[90m[2020-06-29 05:15:45[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:15:45[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:15:45[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 1
[36m[1m 0[22m[39m 1 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.9679
[0m PPV[0m 0.9714
[0m NPV[0m 0.9643
[0m F1[0m 0.9714
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:15:50[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:15:50[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:15:50[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:15:51[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:15:53[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.80[39m[90m; User: [39m[90m12.42[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 05:15:53[1m FUN[22m] [39mRunning grid line #29 of 40...
[90m[2020-06-29 05:15:53[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:15:53[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:15:53[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 35 3
[36m[1m 0[22m[39m 0 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8929
[0mBalanced Accuracy[0m 0.9464
[0m PPV[0m 0.9211
[0m NPV[0m 1.0000
[0m F1[0m 0.9589
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:15:58[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:15:59[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:15:59[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:16:01[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:16:02[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.50[39m[90m; User: [39m[90m15.31[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 05:16:02[1m FUN[22m] [39mRunning grid line #30 of 40...
[90m[2020-06-29 05:16:02[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:16:03[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:16:03[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 35 1
[36m[1m 0[22m[39m 0 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.9821
[0m PPV[0m 0.9722
[0m NPV[0m 1.0000
[0m F1[0m 0.9859
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:16:09[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:16:09[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:16:09[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:16:12[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:16:15[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m12.21[39m[90m; User: [39m[90m20.66[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 05:16:15[1m FUN[22m] [39mRunning grid line #31 of 40...
[90m[2020-06-29 05:16:15[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:16:15[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 05:16:15[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 17 16
[36m[1m 0[22m[39m 18 11
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4857
[0m Specificity[0m 0.4074
[0mBalanced Accuracy[0m 0.4466
[0m PPV[0m 0.5152
[0m NPV[0m 0.3793
[0m F1[0m 0.5000
[0m Accuracy[0m 0.4516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 2
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:16:19[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:16:20[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:16:20[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:16:20[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:16:21[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6.25[39m[90m; User: [39m[90m8.83[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 05:16:21[1m FUN[22m] [39mRunning grid line #32 of 40...
[90m[2020-06-29 05:16:21[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:16:21[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:16:22[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 20
[36m[1m 0[22m[39m 23 8
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3429
[0m Specificity[0m 0.2857
[0mBalanced Accuracy[0m 0.3143
[0m PPV[0m 0.3750
[0m NPV[0m 0.2581
[0m F1[0m 0.3582
[0m Accuracy[0m 0.3175
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5417
[0m PPV[0m 0.6000
[0m NPV[0m 0.5000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:16:25[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:16:25[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:16:25[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:16:26[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:16:26[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.89[39m[90m; User: [39m[90m6.52[39m[90m; System: [39m[90m0.43[39m[90m)[39m
[90m[2020-06-29 05:16:26[1m FUN[22m] [39mRunning grid line #33 of 40...
[90m[2020-06-29 05:16:26[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:16:26[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:16:27[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 16 9
[36m[1m 0[22m[39m 19 19
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4571
[0m Specificity[0m 0.6786
[0mBalanced Accuracy[0m 0.5679
[0m PPV[0m 0.6400
[0m NPV[0m 0.5000
[0m F1[0m 0.5333
[0m Accuracy[0m 0.5556
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 3 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.4583
[0m PPV[0m 0.5000
[0m NPV[0m 0.4000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:16:31[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:16:31[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:16:31[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:16:32[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:16:32[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6.22[39m[90m; User: [39m[90m8.10[39m[90m; System: [39m[90m0.29[39m[90m)[39m
[90m[2020-06-29 05:16:33[1m FUN[22m] [39mRunning grid line #34 of 40...
[90m[2020-06-29 05:16:33[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:16:33[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:16:33[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 21 16
[36m[1m 0[22m[39m 14 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6000
[0m Specificity[0m 0.4286
[0mBalanced Accuracy[0m 0.5143
[0m PPV[0m 0.5676
[0m NPV[0m 0.4615
[0m F1[0m 0.5833
[0m Accuracy[0m 0.5238
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:16:38[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:16:38[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:16:38[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:16:40[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:16:42[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.59[39m[90m; User: [39m[90m15.23[39m[90m; System: [39m[90m0.64[39m[90m)[39m
[90m[2020-06-29 05:16:42[1m FUN[22m] [39mRunning grid line #35 of 40...
[90m[2020-06-29 05:16:42[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:16:42[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:16:43[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 14
[36m[1m 0[22m[39m 24 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3143
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.4071
[0m PPV[0m 0.4400
[0m NPV[0m 0.3684
[0m F1[0m 0.3667
[0m Accuracy[0m 0.3968
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 3 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.2917
[0m PPV[0m 0.3333
[0m NPV[0m 0.2500
[0m F1[0m 0.2857
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:16:46[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:16:46[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:16:46[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:16:46[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:16:47[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.56[39m[90m; User: [39m[90m6.25[39m[90m; System: [39m[90m0.33[39m[90m)[39m
[90m[2020-06-29 05:16:47[1m FUN[22m] [39mRunning grid line #36 of 40...
[90m[2020-06-29 05:16:47[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:16:47[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:16:47[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 10
[36m[1m 0[22m[39m 8 18
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7778
[0m Specificity[0m 0.6429
[0mBalanced Accuracy[0m 0.7103
[0m PPV[0m 0.7368
[0m NPV[0m 0.6923
[0m F1[0m 0.7568
[0m Accuracy[0m 0.7188
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:16:51[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:16:51[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:16:51[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:16:52[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:16:53[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.56[39m[90m; User: [39m[90m7.89[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 05:16:53[1m FUN[22m] [39mRunning grid line #37 of 40...
[90m[2020-06-29 05:16:53[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:16:53[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:16:53[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 13 12
[36m[1m 0[22m[39m 22 16
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3714
[0m Specificity[0m 0.5714
[0mBalanced Accuracy[0m 0.4714
[0m PPV[0m 0.5200
[0m NPV[0m 0.4211
[0m F1[0m 0.4333
[0m Accuracy[0m 0.4603
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:16:57[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:16:58[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:16:58[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:16:59[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:17:01[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.98[39m[90m; User: [39m[90m12.47[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 05:17:01[1m FUN[22m] [39mRunning grid line #38 of 40...
[90m[2020-06-29 05:17:01[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:17:01[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:17:01[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 10
[36m[1m 0[22m[39m 7 18
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 0.6429
[0mBalanced Accuracy[0m 0.7214
[0m PPV[0m 0.7368
[0m NPV[0m 0.7200
[0m F1[0m 0.7671
[0m Accuracy[0m 0.7302
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:17:05[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:17:05[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:17:05[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:17:05[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:17:06[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.66[39m[90m; User: [39m[90m8.27[39m[90m; System: [39m[90m0.33[39m[90m)[39m
[90m[2020-06-29 05:17:07[1m FUN[22m] [39mRunning grid line #39 of 40...
[90m[2020-06-29 05:17:07[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:17:07[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:17:07[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 22 15
[36m[1m 0[22m[39m 13 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6286
[0m Specificity[0m 0.4643
[0mBalanced Accuracy[0m 0.5464
[0m PPV[0m 0.5946
[0m NPV[0m 0.5000
[0m F1[0m 0.6111
[0m Accuracy[0m 0.5556
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.4167
[0m PPV[0m 0.5000
[0m NPV[0m 0.3333
[0m F1[0m 0.5000
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:17:11[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:17:11[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:17:11[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:17:12[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:17:13[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6.11[39m[90m; User: [39m[90m8.97[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 05:17:13[1m FUN[22m] [39mRunning grid line #40 of 40...
[90m[2020-06-29 05:17:13[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:17:13[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:17:13[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 27 14
[36m[1m 0[22m[39m 8 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7714
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.6357
[0m PPV[0m 0.6585
[0m NPV[0m 0.6364
[0m F1[0m 0.7105
[0m Accuracy[0m 0.6508
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:17:17[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:17:17[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:17:17[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:17:18[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:17:20[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.71[39m[90m; User: [39m[90m9.68[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 05:17:29[1m FUN[22m] [39mRunning grid line #1 of 40...
[90m[2020-06-29 05:17:29[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:17:29[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 05:17:29[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 6
[36m[1m 0[22m[39m 3 21
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9143
[0m Specificity[0m 0.7778
[0mBalanced Accuracy[0m 0.8460
[0m PPV[0m 0.8421
[0m NPV[0m 0.8750
[0m F1[0m 0.8767
[0m Accuracy[0m 0.8548
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 3
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.2500
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.6000
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:17:34[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:17:34[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:17:34[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:17:37[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:17:39[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10[39m[90m; User: [39m[90m15.41[39m[90m; System: [39m[90m0.72[39m[90m)[39m
[90m[2020-06-29 05:17:39[1m FUN[22m] [39mRunning grid line #2 of 40...
[90m[2020-06-29 05:17:39[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:17:39[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:17:39[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 2
[36m[1m 0[22m[39m 6 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8286
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.8786
[0m PPV[0m 0.9355
[0m NPV[0m 0.8125
[0m F1[0m 0.8788
[0m Accuracy[0m 0.8730
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:17:43[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:17:44[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:17:44[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:17:47[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:17:48[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.16[39m[90m; User: [39m[90m14.56[39m[90m; System: [39m[90m0.67[39m[90m)[39m
[90m[2020-06-29 05:17:48[1m FUN[22m] [39mRunning grid line #3 of 40...
[90m[2020-06-29 05:17:48[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:17:48[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:17:48[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 2
[36m[1m 0[22m[39m 6 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8286
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.8786
[0m PPV[0m 0.9355
[0m NPV[0m 0.8125
[0m F1[0m 0.8788
[0m Accuracy[0m 0.8730
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:17:53[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:17:54[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:17:54[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:17:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:17:59[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.56[39m[90m; User: [39m[90m16.99[39m[90m; System: [39m[90m0.86[39m[90m)[39m
[90m[2020-06-29 05:17:59[1m FUN[22m] [39mRunning grid line #4 of 40...
[90m[2020-06-29 05:17:59[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:17:59[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:17:59[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 3
[36m[1m 0[22m[39m 3 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9143
[0m Specificity[0m 0.8929
[0mBalanced Accuracy[0m 0.9036
[0m PPV[0m 0.9143
[0m NPV[0m 0.8929
[0m F1[0m 0.9143
[0m Accuracy[0m 0.9048
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:18:06[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:18:07[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:18:07[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:18:12[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:18:15[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.28[39m[90m minutes ([39m[90mReal: [39m[90m16.59[39m[90m; User: [39m[90m28.78[39m[90m; System: [39m[90m0.67[39m[90m)[39m
[90m[2020-06-29 05:18:15[1m FUN[22m] [39mRunning grid line #5 of 40...
[90m[2020-06-29 05:18:15[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:18:15[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:18:16[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 2
[36m[1m 0[22m[39m 7 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.8643
[0m PPV[0m 0.9333
[0m NPV[0m 0.7879
[0m F1[0m 0.8615
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:18:22[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:18:23[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:18:23[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:18:26[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:18:29[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.22[39m[90m minutes ([39m[90mReal: [39m[90m13.47[39m[90m; User: [39m[90m22.58[39m[90m; System: [39m[90m0.63[39m[90m)[39m
[90m[2020-06-29 05:18:29[1m FUN[22m] [39mRunning grid line #6 of 40...
[90m[2020-06-29 05:18:29[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:18:29[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:18:29[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 2
[36m[1m 0[22m[39m 7 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8056
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.8671
[0m PPV[0m 0.9355
[0m NPV[0m 0.7879
[0m F1[0m 0.8657
[0m Accuracy[0m 0.8594
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:18:34[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:18:35[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:18:35[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:18:38[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:18:40[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.55[39m[90m; User: [39m[90m17.14[39m[90m; System: [39m[90m0.48[39m[90m)[39m
[90m[2020-06-29 05:18:40[1m FUN[22m] [39mRunning grid line #7 of 40...
[90m[2020-06-29 05:18:40[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:18:40[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:18:40[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 1
[36m[1m 0[22m[39m 6 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8286
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.8964
[0m PPV[0m 0.9667
[0m NPV[0m 0.8182
[0m F1[0m 0.8923
[0m Accuracy[0m 0.8889
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 3 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.4000
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:18:45[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:18:46[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:18:46[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:18:49[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:18:51[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.95[39m[90m; User: [39m[90m18.22[39m[90m; System: [39m[90m0.62[39m[90m)[39m
[90m[2020-06-29 05:18:51[1m FUN[22m] [39mRunning grid line #8 of 40...
[90m[2020-06-29 05:18:51[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:18:51[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:18:51[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 1
[36m[1m 0[22m[39m 6 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8286
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.8964
[0m PPV[0m 0.9667
[0m NPV[0m 0.8182
[0m F1[0m 0.8923
[0m Accuracy[0m 0.8889
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:18:57[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:18:58[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:18:58[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:19:00[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:19:02[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.67[39m[90m; User: [39m[90m19.38[39m[90m; System: [39m[90m0.56[39m[90m)[39m
[90m[2020-06-29 05:19:03[1m FUN[22m] [39mRunning grid line #9 of 40...
[90m[2020-06-29 05:19:03[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:19:03[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:19:03[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 2
[36m[1m 0[22m[39m 5 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8571
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.8929
[0m PPV[0m 0.9375
[0m NPV[0m 0.8387
[0m F1[0m 0.8955
[0m Accuracy[0m 0.8889
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.6000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:19:07[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:19:08[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:19:08[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:19:10[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:19:11[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.57[39m[90m; User: [39m[90m13.45[39m[90m; System: [39m[90m0.59[39m[90m)[39m
[90m[2020-06-29 05:19:11[1m FUN[22m] [39mRunning grid line #10 of 40...
[90m[2020-06-29 05:19:11[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:19:11[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:19:12[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 2
[36m[1m 0[22m[39m 3 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9143
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9214
[0m PPV[0m 0.9412
[0m NPV[0m 0.8966
[0m F1[0m 0.9275
[0m Accuracy[0m 0.9206
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 2
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:19:17[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:19:17[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:19:17[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:19:21[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:19:23[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m11.83[39m[90m; User: [39m[90m19.39[39m[90m; System: [39m[90m0.59[39m[90m)[39m
[90m[2020-06-29 05:19:23[1m FUN[22m] [39mRunning grid line #11 of 40...
[90m[2020-06-29 05:19:23[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:19:23[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 05:19:24[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 1
[36m[1m 0[22m[39m 3 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9143
[0m Specificity[0m 0.9630
[0mBalanced Accuracy[0m 0.9386
[0m PPV[0m 0.9697
[0m NPV[0m 0.8966
[0m F1[0m 0.9412
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 0.6000
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:19:29[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:19:31[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:19:31[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:19:34[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:19:37[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.23[39m[90m minutes ([39m[90mReal: [39m[90m13.68[39m[90m; User: [39m[90m22.95[39m[90m; System: [39m[90m0.85[39m[90m)[39m
[90m[2020-06-29 05:19:37[1m FUN[22m] [39mRunning grid line #12 of 40...
[90m[2020-06-29 05:19:37[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:19:37[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:19:37[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 2
[36m[1m 0[22m[39m 2 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9429
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9357
[0m PPV[0m 0.9429
[0m NPV[0m 0.9286
[0m F1[0m 0.9429
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:19:44[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:19:45[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:19:45[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:19:48[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:19:51[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.23[39m[90m minutes ([39m[90mReal: [39m[90m14.05[39m[90m; User: [39m[90m23.58[39m[90m; System: [39m[90m0.66[39m[90m)[39m
[90m[2020-06-29 05:19:51[1m FUN[22m] [39mRunning grid line #13 of 40...
[90m[2020-06-29 05:19:51[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:19:51[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:19:52[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 2
[36m[1m 0[22m[39m 2 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9429
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9357
[0m PPV[0m 0.9429
[0m NPV[0m 0.9286
[0m F1[0m 0.9429
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:19:58[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:19:59[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:19:59[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:20:03[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:20:05[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.24[39m[90m minutes ([39m[90mReal: [39m[90m14.13[39m[90m; User: [39m[90m23.02[39m[90m; System: [39m[90m0.74[39m[90m)[39m
[90m[2020-06-29 05:20:05[1m FUN[22m] [39mRunning grid line #14 of 40...
[90m[2020-06-29 05:20:05[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:20:06[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:20:06[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 1
[36m[1m 0[22m[39m 2 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9429
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.9536
[0m PPV[0m 0.9706
[0m NPV[0m 0.9310
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:20:13[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:20:14[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:20:14[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:20:18[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:20:22[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.27[39m[90m minutes ([39m[90mReal: [39m[90m16.15[39m[90m; User: [39m[90m27.25[39m[90m; System: [39m[90m0.82[39m[90m)[39m
[90m[2020-06-29 05:20:22[1m FUN[22m] [39mRunning grid line #15 of 40...
[90m[2020-06-29 05:20:22[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:20:22[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:20:22[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 1
[36m[1m 0[22m[39m 3 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9143
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.9393
[0m PPV[0m 0.9697
[0m NPV[0m 0.9000
[0m F1[0m 0.9412
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:20:29[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:20:30[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:20:30[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:20:35[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:20:38[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.27[39m[90m minutes ([39m[90mReal: [39m[90m16.22[39m[90m; User: [39m[90m27.46[39m[90m; System: [39m[90m0.84[39m[90m)[39m
[90m[2020-06-29 05:20:38[1m FUN[22m] [39mRunning grid line #16 of 40...
[90m[2020-06-29 05:20:38[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:20:38[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:20:38[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 35 3
[36m[1m 0[22m[39m 1 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9722
[0m Specificity[0m 0.8929
[0mBalanced Accuracy[0m 0.9325
[0m PPV[0m 0.9211
[0m NPV[0m 0.9615
[0m F1[0m 0.9459
[0m Accuracy[0m 0.9375
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:20:44[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:20:45[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:20:45[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:20:48[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:20:51[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.54[39m[90m; User: [39m[90m20.64[39m[90m; System: [39m[90m0.78[39m[90m)[39m
[90m[2020-06-29 05:20:51[1m FUN[22m] [39mRunning grid line #17 of 40...
[90m[2020-06-29 05:20:51[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:20:51[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:20:51[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 2
[36m[1m 0[22m[39m 2 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9429
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9357
[0m PPV[0m 0.9429
[0m NPV[0m 0.9286
[0m F1[0m 0.9429
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:20:58[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:20:59[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:20:59[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:21:03[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:21:07[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.26[39m[90m minutes ([39m[90mReal: [39m[90m15.82[39m[90m; User: [39m[90m27.16[39m[90m; System: [39m[90m0.75[39m[90m)[39m
[90m[2020-06-29 05:21:07[1m FUN[22m] [39mRunning grid line #18 of 40...
[90m[2020-06-29 05:21:07[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:21:07[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:21:07[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 1
[36m[1m 0[22m[39m 6 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8286
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.8964
[0m PPV[0m 0.9667
[0m NPV[0m 0.8182
[0m F1[0m 0.8923
[0m Accuracy[0m 0.8889
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:21:13[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:21:14[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:21:14[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:21:18[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:21:21[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.24[39m[90m minutes ([39m[90mReal: [39m[90m14.56[39m[90m; User: [39m[90m24.30[39m[90m; System: [39m[90m0.75[39m[90m)[39m
[90m[2020-06-29 05:21:21[1m FUN[22m] [39mRunning grid line #19 of 40...
[90m[2020-06-29 05:21:21[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:21:21[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:21:22[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 2
[36m[1m 0[22m[39m 4 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8857
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9071
[0m PPV[0m 0.9394
[0m NPV[0m 0.8667
[0m F1[0m 0.9118
[0m Accuracy[0m 0.9048
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.6000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:21:27[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:21:29[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:21:29[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:21:32[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:21:35[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.22[39m[90m minutes ([39m[90mReal: [39m[90m13.46[39m[90m; User: [39m[90m22.18[39m[90m; System: [39m[90m0.77[39m[90m)[39m
[90m[2020-06-29 05:21:35[1m FUN[22m] [39mRunning grid line #20 of 40...
[90m[2020-06-29 05:21:35[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:21:35[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:21:35[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 2
[36m[1m 0[22m[39m 3 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9143
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9214
[0m PPV[0m 0.9412
[0m NPV[0m 0.8966
[0m F1[0m 0.9275
[0m Accuracy[0m 0.9206
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 2
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:21:41[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:21:42[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:21:42[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:21:45[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:21:48[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.22[39m[90m minutes ([39m[90mReal: [39m[90m12.99[39m[90m; User: [39m[90m21.36[39m[90m; System: [39m[90m0.90[39m[90m)[39m
[90m[2020-06-29 05:21:48[1m FUN[22m] [39mRunning grid line #21 of 40...
[90m[2020-06-29 05:21:48[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:21:48[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 05:21:49[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 1
[36m[1m 0[22m[39m 4 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8857
[0m Specificity[0m 0.9630
[0mBalanced Accuracy[0m 0.9243
[0m PPV[0m 0.9688
[0m NPV[0m 0.8667
[0m F1[0m 0.9254
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 0.6000
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:21:53[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:21:54[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:21:54[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:21:56[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:21:57[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.28[39m[90m; User: [39m[90m14.52[39m[90m; System: [39m[90m0.64[39m[90m)[39m
[90m[2020-06-29 05:21:57[1m FUN[22m] [39mRunning grid line #22 of 40...
[90m[2020-06-29 05:21:58[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:21:58[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:21:58[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 2
[36m[1m 0[22m[39m 1 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9500
[0m PPV[0m 0.9444
[0m NPV[0m 0.9630
[0m F1[0m 0.9577
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:22:03[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:22:04[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:22:04[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:22:06[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:22:08[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.07[39m[90m; User: [39m[90m16.17[39m[90m; System: [39m[90m0.58[39m[90m)[39m
[90m[2020-06-29 05:22:08[1m FUN[22m] [39mRunning grid line #23 of 40...
[90m[2020-06-29 05:22:08[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:22:08[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:22:08[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 35 2
[36m[1m 0[22m[39m 0 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9643
[0m PPV[0m 0.9459
[0m NPV[0m 1.0000
[0m F1[0m 0.9722
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:22:13[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:22:14[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:22:14[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:22:16[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:22:18[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.38[39m[90m; User: [39m[90m16.83[39m[90m; System: [39m[90m0.63[39m[90m)[39m
[90m[2020-06-29 05:22:18[1m FUN[22m] [39mRunning grid line #24 of 40...
[90m[2020-06-29 05:22:18[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:22:18[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:22:18[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 2
[36m[1m 0[22m[39m 3 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9143
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9214
[0m PPV[0m 0.9412
[0m NPV[0m 0.8966
[0m F1[0m 0.9275
[0m Accuracy[0m 0.9206
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:22:23[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:22:23[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:22:23[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:22:24[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:22:26[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.75[39m[90m; User: [39m[90m11.84[39m[90m; System: [39m[90m0.58[39m[90m)[39m
[90m[2020-06-29 05:22:26[1m FUN[22m] [39mRunning grid line #25 of 40...
[90m[2020-06-29 05:22:26[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:22:26[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:22:26[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 2
[36m[1m 0[22m[39m 1 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9500
[0m PPV[0m 0.9444
[0m NPV[0m 0.9630
[0m F1[0m 0.9577
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:22:33[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:22:35[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:22:35[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:22:39[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:22:42[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.27[39m[90m minutes ([39m[90mReal: [39m[90m16.05[39m[90m; User: [39m[90m26.92[39m[90m; System: [39m[90m0.92[39m[90m)[39m
[90m[2020-06-29 05:22:42[1m FUN[22m] [39mRunning grid line #26 of 40...
[90m[2020-06-29 05:22:42[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:22:42[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:22:43[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 35 2
[36m[1m 0[22m[39m 1 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9722
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9504
[0m PPV[0m 0.9459
[0m NPV[0m 0.9630
[0m F1[0m 0.9589
[0m Accuracy[0m 0.9531
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:22:48[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:22:49[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:22:49[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:22:51[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:22:54[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.64[39m[90m; User: [39m[90m18.70[39m[90m; System: [39m[90m0.75[39m[90m)[39m
[90m[2020-06-29 05:22:54[1m FUN[22m] [39mRunning grid line #27 of 40...
[90m[2020-06-29 05:22:54[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:22:54[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:22:54[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 35 2
[36m[1m 0[22m[39m 0 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9643
[0m PPV[0m 0.9459
[0m NPV[0m 1.0000
[0m F1[0m 0.9722
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:23:00[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:23:01[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:23:01[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:23:04[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:23:08[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.23[39m[90m minutes ([39m[90mReal: [39m[90m13.81[39m[90m; User: [39m[90m22.47[39m[90m; System: [39m[90m0.84[39m[90m)[39m
[90m[2020-06-29 05:23:08[1m FUN[22m] [39mRunning grid line #28 of 40...
[90m[2020-06-29 05:23:08[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:23:08[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:23:08[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 2
[36m[1m 0[22m[39m 1 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9500
[0m PPV[0m 0.9444
[0m NPV[0m 0.9630
[0m F1[0m 0.9577
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 3 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.2917
[0m PPV[0m 0.3333
[0m NPV[0m 0.2500
[0m F1[0m 0.2857
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:23:16[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:23:17[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:23:17[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:23:21[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:23:24[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.27[39m[90m minutes ([39m[90mReal: [39m[90m16.05[39m[90m; User: [39m[90m27.20[39m[90m; System: [39m[90m0.65[39m[90m)[39m
[90m[2020-06-29 05:23:24[1m FUN[22m] [39mRunning grid line #29 of 40...
[90m[2020-06-29 05:23:24[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:23:24[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:23:25[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 35 2
[36m[1m 0[22m[39m 0 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9643
[0m PPV[0m 0.9459
[0m NPV[0m 1.0000
[0m F1[0m 0.9722
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:23:30[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:23:31[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:23:31[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:23:33[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:23:35[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.73[39m[90m; User: [39m[90m17.28[39m[90m; System: [39m[90m0.66[39m[90m)[39m
[90m[2020-06-29 05:23:35[1m FUN[22m] [39mRunning grid line #30 of 40...
[90m[2020-06-29 05:23:35[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:23:35[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:23:35[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 1
[36m[1m 0[22m[39m 1 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.9679
[0m PPV[0m 0.9714
[0m NPV[0m 0.9643
[0m F1[0m 0.9714
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:23:41[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:23:41[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:23:42[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:23:44[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:23:46[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.46[39m[90m; User: [39m[90m18.50[39m[90m; System: [39m[90m0.67[39m[90m)[39m
[90m[2020-06-29 05:23:47[1m FUN[22m] [39mRunning grid line #31 of 40...
[90m[2020-06-29 05:23:47[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:23:47[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 05:23:47[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 23 12
[36m[1m 0[22m[39m 12 15
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6571
[0m Specificity[0m 0.5556
[0mBalanced Accuracy[0m 0.6063
[0m PPV[0m 0.6571
[0m NPV[0m 0.5556
[0m F1[0m 0.6571
[0m Accuracy[0m 0.6129
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 3
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.2500
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.6000
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:23:50[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:23:51[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:23:51[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:23:51[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:23:52[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.25[39m[90m; User: [39m[90m7.41[39m[90m; System: [39m[90m0.37[39m[90m)[39m
[90m[2020-06-29 05:23:52[1m FUN[22m] [39mRunning grid line #32 of 40...
[90m[2020-06-29 05:23:52[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:23:52[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:23:52[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 20 7
[36m[1m 0[22m[39m 15 21
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5714
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.6607
[0m PPV[0m 0.7407
[0m NPV[0m 0.5833
[0m F1[0m 0.6452
[0m Accuracy[0m 0.6508
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:23:56[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:23:57[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:23:57[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:23:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:23:58[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6.27[39m[90m; User: [39m[90m9.34[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 05:23:58[1m FUN[22m] [39mRunning grid line #33 of 40...
[90m[2020-06-29 05:23:58[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:23:58[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:23:59[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 20 16
[36m[1m 0[22m[39m 15 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5714
[0m Specificity[0m 0.4286
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5556
[0m NPV[0m 0.4444
[0m F1[0m 0.5634
[0m Accuracy[0m 0.5079
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5417
[0m PPV[0m 0.6000
[0m NPV[0m 0.5000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:24:02[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:24:03[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:24:03[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:24:03[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:24:05[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.37[39m[90m; User: [39m[90m9.10[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 05:24:05[1m FUN[22m] [39mRunning grid line #34 of 40...
[90m[2020-06-29 05:24:05[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:24:05[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:24:05[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 8 5
[36m[1m 0[22m[39m 27 23
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2286
[0m Specificity[0m 0.8214
[0mBalanced Accuracy[0m 0.5250
[0m PPV[0m 0.6154
[0m NPV[0m 0.4600
[0m F1[0m 0.3333
[0m Accuracy[0m 0.4921
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:24:09[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:24:09[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:24:09[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:24:10[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:24:10[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.22[39m[90m; User: [39m[90m6.06[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 05:24:10[1m FUN[22m] [39mRunning grid line #35 of 40...
[90m[2020-06-29 05:24:10[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:24:10[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:24:11[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 20 12
[36m[1m 0[22m[39m 15 16
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5714
[0m Specificity[0m 0.5714
[0mBalanced Accuracy[0m 0.5714
[0m PPV[0m 0.6250
[0m NPV[0m 0.5161
[0m F1[0m 0.5970
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5417
[0m PPV[0m 0.6000
[0m NPV[0m 0.5000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:24:16[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:24:16[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:24:16[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:24:18[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:24:20[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.81[39m[90m; User: [39m[90m15.16[39m[90m; System: [39m[90m0.55[39m[90m)[39m
[90m[2020-06-29 05:24:20[1m FUN[22m] [39mRunning grid line #36 of 40...
[90m[2020-06-29 05:24:20[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:24:20[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:24:21[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 16 20
[36m[1m 0[22m[39m 20 8
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4444
[0m Specificity[0m 0.2857
[0mBalanced Accuracy[0m 0.3651
[0m PPV[0m 0.4444
[0m NPV[0m 0.2857
[0m F1[0m 0.4444
[0m Accuracy[0m 0.3750
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.4000
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:24:25[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:24:26[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:24:26[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:24:27[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:24:29[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.45[39m[90m; User: [39m[90m13.21[39m[90m; System: [39m[90m0.58[39m[90m)[39m
[90m[2020-06-29 05:24:29[1m FUN[22m] [39mRunning grid line #37 of 40...
[90m[2020-06-29 05:24:29[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:24:29[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:24:29[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 17
[36m[1m 0[22m[39m 24 11
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3143
[0m Specificity[0m 0.3929
[0mBalanced Accuracy[0m 0.3536
[0m PPV[0m 0.3929
[0m NPV[0m 0.3143
[0m F1[0m 0.3492
[0m Accuracy[0m 0.3492
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 3
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.3750
[0m PPV[0m 0.5000
[0m NPV[0m 0.0000
[0m F1[0m 0.6000
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:24:34[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:24:34[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:24:34[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:24:35[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:24:37[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.54[39m[90m; User: [39m[90m13.24[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 05:24:37[1m FUN[22m] [39mRunning grid line #38 of 40...
[90m[2020-06-29 05:24:37[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:24:37[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:24:38[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 24 12
[36m[1m 0[22m[39m 11 16
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6857
[0m Specificity[0m 0.5714
[0mBalanced Accuracy[0m 0.6286
[0m PPV[0m 0.6667
[0m NPV[0m 0.5926
[0m F1[0m 0.6761
[0m Accuracy[0m 0.6349
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.4167
[0m PPV[0m 0.5000
[0m NPV[0m 0.3333
[0m F1[0m 0.5000
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:24:42[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:24:43[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:24:43[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:24:44[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:24:46[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.50[39m[90m; User: [39m[90m13.36[39m[90m; System: [39m[90m0.56[39m[90m)[39m
[90m[2020-06-29 05:24:46[1m FUN[22m] [39mRunning grid line #39 of 40...
[90m[2020-06-29 05:24:46[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:24:46[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:24:46[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 20
[36m[1m 0[22m[39m 23 8
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3429
[0m Specificity[0m 0.2857
[0mBalanced Accuracy[0m 0.3143
[0m PPV[0m 0.3750
[0m NPV[0m 0.2581
[0m F1[0m 0.3582
[0m Accuracy[0m 0.3175
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 3
[36m[1m 0[22m[39m 4 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.0000
[0m PPV[0m 0.0000
[0m NPV[0m 0.0000
[0m F1[0m NA
[0m Accuracy[0m 0.0000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:24:51[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:24:52[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:24:52[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:24:53[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:24:55[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.84[39m[90m; User: [39m[90m13.72[39m[90m; System: [39m[90m0.59[39m[90m)[39m
[90m[2020-06-29 05:24:55[1m FUN[22m] [39mRunning grid line #40 of 40...
[90m[2020-06-29 05:24:55[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:24:55[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:24:55[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 2
[36m[1m 0[22m[39m 30 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1429
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.5357
[0m PPV[0m 0.7143
[0m NPV[0m 0.4643
[0m F1[0m 0.2381
[0m Accuracy[0m 0.4921
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:24:59[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:24:59[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:24:59[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:25:00[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:25:01[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.61[39m[90m; User: [39m[90m7.84[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 05:25:11[1m FUN[22m] [39mRunning grid line #1 of 40...
[90m[2020-06-29 05:25:11[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:25:11[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:25:12[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 6
[36m[1m 0[22m[39m 5 21
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8571
[0m Specificity[0m 0.7778
[0mBalanced Accuracy[0m 0.8175
[0m PPV[0m 0.8333
[0m NPV[0m 0.8077
[0m F1[0m 0.8451
[0m Accuracy[0m 0.8226
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:25:16[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:25:17[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:25:17[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:25:19[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:25:20[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.84[39m[90m; User: [39m[90m13.79[39m[90m; System: [39m[90m0.46[39m[90m)[39m
[90m[2020-06-29 05:25:20[1m FUN[22m] [39mRunning grid line #2 of 40...
[90m[2020-06-29 05:25:20[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:25:20[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:25:21[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 2
[36m[1m 0[22m[39m 4 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8857
[0m Specificity[0m 0.9259
[0mBalanced Accuracy[0m 0.9058
[0m PPV[0m 0.9394
[0m NPV[0m 0.8621
[0m F1[0m 0.9118
[0m Accuracy[0m 0.9032
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:25:26[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:25:27[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:25:27[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:25:32[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:25:34[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.23[39m[90m minutes ([39m[90mReal: [39m[90m13.78[39m[90m; User: [39m[90m22.67[39m[90m; System: [39m[90m0.80[39m[90m)[39m
[90m[2020-06-29 05:25:34[1m FUN[22m] [39mRunning grid line #3 of 40...
[90m[2020-06-29 05:25:34[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:25:34[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:25:35[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 2
[36m[1m 0[22m[39m 3 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9143
[0m Specificity[0m 0.9259
[0mBalanced Accuracy[0m 0.9201
[0m PPV[0m 0.9412
[0m NPV[0m 0.8929
[0m F1[0m 0.9275
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:25:39[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:25:39[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:25:39[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:25:42[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:25:43[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.03[39m[90m; User: [39m[90m14.20[39m[90m; System: [39m[90m0.63[39m[90m)[39m
[90m[2020-06-29 05:25:43[1m FUN[22m] [39mRunning grid line #4 of 40...
[90m[2020-06-29 05:25:43[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:25:43[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:25:44[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 6
[36m[1m 0[22m[39m 3 21
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9143
[0m Specificity[0m 0.7778
[0mBalanced Accuracy[0m 0.8460
[0m PPV[0m 0.8421
[0m NPV[0m 0.8750
[0m F1[0m 0.8767
[0m Accuracy[0m 0.8548
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:25:49[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:25:49[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:25:50[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:25:55[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:25:57[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.23[39m[90m minutes ([39m[90mReal: [39m[90m13.72[39m[90m; User: [39m[90m22.36[39m[90m; System: [39m[90m0.93[39m[90m)[39m
[90m[2020-06-29 05:25:57[1m FUN[22m] [39mRunning grid line #5 of 40...
[90m[2020-06-29 05:25:57[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:25:57[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:25:58[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 3
[36m[1m 0[22m[39m 4 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8857
[0m Specificity[0m 0.8889
[0mBalanced Accuracy[0m 0.8873
[0m PPV[0m 0.9118
[0m NPV[0m 0.8571
[0m F1[0m 0.8986
[0m Accuracy[0m 0.8871
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:26:03[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:26:03[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:26:03[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:26:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:26:08[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.30[39m[90m; User: [39m[90m17.93[39m[90m; System: [39m[90m0.70[39m[90m)[39m
[90m[2020-06-29 05:26:09[1m FUN[22m] [39mRunning grid line #6 of 40...
[90m[2020-06-29 05:26:09[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:26:09[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:26:09[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 5
[36m[1m 0[22m[39m 2 22
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9444
[0m Specificity[0m 0.8148
[0mBalanced Accuracy[0m 0.8796
[0m PPV[0m 0.8718
[0m NPV[0m 0.9167
[0m F1[0m 0.9067
[0m Accuracy[0m 0.8889
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:26:14[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:26:15[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:26:15[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:26:19[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:26:21[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m11.86[39m[90m; User: [39m[90m19.26[39m[90m; System: [39m[90m0.69[39m[90m)[39m
[90m[2020-06-29 05:26:21[1m FUN[22m] [39mRunning grid line #7 of 40...
[90m[2020-06-29 05:26:21[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:26:21[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:26:21[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 4
[36m[1m 0[22m[39m 5 23
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8571
[0m Specificity[0m 0.8519
[0mBalanced Accuracy[0m 0.8545
[0m PPV[0m 0.8824
[0m NPV[0m 0.8214
[0m F1[0m 0.8696
[0m Accuracy[0m 0.8548
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.6000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:26:26[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:26:27[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:26:27[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:26:30[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:26:32[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.95[39m[90m; User: [39m[90m17.74[39m[90m; System: [39m[90m0.63[39m[90m)[39m
[90m[2020-06-29 05:26:32[1m FUN[22m] [39mRunning grid line #8 of 40...
[90m[2020-06-29 05:26:32[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:26:32[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:26:32[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 3
[36m[1m 0[22m[39m 7 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 0.8889
[0mBalanced Accuracy[0m 0.8444
[0m PPV[0m 0.9032
[0m NPV[0m 0.7742
[0m F1[0m 0.8485
[0m Accuracy[0m 0.8387
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:26:37[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:26:37[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:26:38[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:26:40[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:26:42[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m9.98[39m[90m; User: [39m[90m15.82[39m[90m; System: [39m[90m0.67[39m[90m)[39m
[90m[2020-06-29 05:26:42[1m FUN[22m] [39mRunning grid line #9 of 40...
[90m[2020-06-29 05:26:42[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:26:42[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:26:42[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 0
[36m[1m 0[22m[39m 5 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8571
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9286
[0m PPV[0m 1.0000
[0m NPV[0m 0.8438
[0m F1[0m 0.9231
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:26:47[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:26:48[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:26:48[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:26:50[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:26:52[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.06[39m[90m; User: [39m[90m16.15[39m[90m; System: [39m[90m0.58[39m[90m)[39m
[90m[2020-06-29 05:26:52[1m FUN[22m] [39mRunning grid line #10 of 40...
[90m[2020-06-29 05:26:52[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:26:52[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:26:52[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 3
[36m[1m 0[22m[39m 5 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8571
[0m Specificity[0m 0.8889
[0mBalanced Accuracy[0m 0.8730
[0m PPV[0m 0.9091
[0m NPV[0m 0.8276
[0m F1[0m 0.8824
[0m Accuracy[0m 0.8710
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:26:58[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:26:59[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:26:59[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:27:02[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:27:04[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m11.70[39m[90m; User: [39m[90m19.06[39m[90m; System: [39m[90m0.60[39m[90m)[39m
[90m[2020-06-29 05:27:04[1m FUN[22m] [39mRunning grid line #11 of 40...
[90m[2020-06-29 05:27:04[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:27:04[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:27:04[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 3
[36m[1m 0[22m[39m 1 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.8889
[0mBalanced Accuracy[0m 0.9302
[0m PPV[0m 0.9189
[0m NPV[0m 0.9600
[0m F1[0m 0.9444
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5417
[0m PPV[0m 0.6000
[0m NPV[0m 0.5000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:27:11[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:27:13[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:27:13[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:27:18[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:27:21[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.29[39m[90m minutes ([39m[90mReal: [39m[90m17.55[39m[90m; User: [39m[90m30.03[39m[90m; System: [39m[90m0.97[39m[90m)[39m
[90m[2020-06-29 05:27:21[1m FUN[22m] [39mRunning grid line #12 of 40...
[90m[2020-06-29 05:27:21[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:27:22[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:27:22[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 3
[36m[1m 0[22m[39m 1 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.8889
[0mBalanced Accuracy[0m 0.9302
[0m PPV[0m 0.9189
[0m NPV[0m 0.9600
[0m F1[0m 0.9444
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:27:28[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:27:29[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:27:29[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:27:33[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:27:37[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.25[39m[90m minutes ([39m[90mReal: [39m[90m15.04[39m[90m; User: [39m[90m25.10[39m[90m; System: [39m[90m0.81[39m[90m)[39m
[90m[2020-06-29 05:27:37[1m FUN[22m] [39mRunning grid line #13 of 40...
[90m[2020-06-29 05:27:37[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:27:37[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:27:37[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 35 2
[36m[1m 0[22m[39m 0 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9259
[0mBalanced Accuracy[0m 0.9630
[0m PPV[0m 0.9459
[0m NPV[0m 1.0000
[0m F1[0m 0.9722
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:27:44[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:27:45[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:27:45[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:27:50[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:27:53[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.27[39m[90m minutes ([39m[90mReal: [39m[90m16.49[39m[90m; User: [39m[90m28.24[39m[90m; System: [39m[90m0.78[39m[90m)[39m
[90m[2020-06-29 05:27:53[1m FUN[22m] [39mRunning grid line #14 of 40...
[90m[2020-06-29 05:27:53[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:27:53[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:27:54[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 2
[36m[1m 0[22m[39m 2 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9429
[0m Specificity[0m 0.9259
[0mBalanced Accuracy[0m 0.9344
[0m PPV[0m 0.9429
[0m NPV[0m 0.9259
[0m F1[0m 0.9429
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:28:00[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:28:02[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:28:02[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:28:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:28:10[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.28[39m[90m minutes ([39m[90mReal: [39m[90m16.92[39m[90m; User: [39m[90m28.62[39m[90m; System: [39m[90m0.70[39m[90m)[39m
[90m[2020-06-29 05:28:10[1m FUN[22m] [39mRunning grid line #15 of 40...
[90m[2020-06-29 05:28:10[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:28:10[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:28:11[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 2
[36m[1m 0[22m[39m 3 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9143
[0m Specificity[0m 0.9259
[0mBalanced Accuracy[0m 0.9201
[0m PPV[0m 0.9412
[0m NPV[0m 0.8929
[0m F1[0m 0.9275
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:28:16[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:28:17[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:28:17[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:28:21[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:28:23[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.22[39m[90m minutes ([39m[90mReal: [39m[90m13.12[39m[90m; User: [39m[90m21.73[39m[90m; System: [39m[90m0.74[39m[90m)[39m
[90m[2020-06-29 05:28:24[1m FUN[22m] [39mRunning grid line #16 of 40...
[90m[2020-06-29 05:28:24[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:28:24[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:28:24[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 36 2
[36m[1m 0[22m[39m 0 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9259
[0mBalanced Accuracy[0m 0.9630
[0m PPV[0m 0.9474
[0m NPV[0m 1.0000
[0m F1[0m 0.9730
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6667
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:28:32[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:28:33[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:28:33[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:28:38[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:28:42[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.31[39m[90m minutes ([39m[90mReal: [39m[90m18.39[39m[90m; User: [39m[90m31.42[39m[90m; System: [39m[90m0.86[39m[90m)[39m
[90m[2020-06-29 05:28:42[1m FUN[22m] [39mRunning grid line #17 of 40...
[90m[2020-06-29 05:28:42[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:28:42[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:28:42[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 3
[36m[1m 0[22m[39m 3 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9143
[0m Specificity[0m 0.8889
[0mBalanced Accuracy[0m 0.9016
[0m PPV[0m 0.9143
[0m NPV[0m 0.8889
[0m F1[0m 0.9143
[0m Accuracy[0m 0.9032
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:28:47[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:28:47[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:28:47[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:28:49[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:28:51[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.54[39m[90m; User: [39m[90m13.36[39m[90m; System: [39m[90m0.55[39m[90m)[39m
[90m[2020-06-29 05:28:51[1m FUN[22m] [39mRunning grid line #18 of 40...
[90m[2020-06-29 05:28:51[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:28:51[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:28:51[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 3
[36m[1m 0[22m[39m 1 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.8889
[0mBalanced Accuracy[0m 0.9302
[0m PPV[0m 0.9189
[0m NPV[0m 0.9600
[0m F1[0m 0.9444
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:28:57[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:28:57[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:28:58[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:29:01[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:29:03[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.32[39m[90m; User: [39m[90m20.27[39m[90m; System: [39m[90m0.86[39m[90m)[39m
[90m[2020-06-29 05:29:03[1m FUN[22m] [39mRunning grid line #19 of 40...
[90m[2020-06-29 05:29:03[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:29:03[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:29:04[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 0
[36m[1m 0[22m[39m 4 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8857
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9429
[0m PPV[0m 1.0000
[0m NPV[0m 0.8710
[0m F1[0m 0.9394
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:29:09[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:29:10[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:29:10[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:29:14[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:29:17[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.22[39m[90m minutes ([39m[90mReal: [39m[90m13.49[39m[90m; User: [39m[90m22.43[39m[90m; System: [39m[90m0.62[39m[90m)[39m
[90m[2020-06-29 05:29:17[1m FUN[22m] [39mRunning grid line #20 of 40...
[90m[2020-06-29 05:29:17[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:29:17[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:29:17[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 3
[36m[1m 0[22m[39m 1 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.8889
[0mBalanced Accuracy[0m 0.9302
[0m PPV[0m 0.9189
[0m NPV[0m 0.9600
[0m F1[0m 0.9444
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:29:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:29:26[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:29:26[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:29:31[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:29:34[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.29[39m[90m minutes ([39m[90mReal: [39m[90m17.36[39m[90m; User: [39m[90m29.20[39m[90m; System: [39m[90m1.04[39m[90m)[39m
[90m[2020-06-29 05:29:34[1m FUN[22m] [39mRunning grid line #21 of 40...
[90m[2020-06-29 05:29:34[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:29:34[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:29:35[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 3
[36m[1m 0[22m[39m 7 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 0.8889
[0mBalanced Accuracy[0m 0.8444
[0m PPV[0m 0.9032
[0m NPV[0m 0.7742
[0m F1[0m 0.8485
[0m Accuracy[0m 0.8387
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:29:38[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:29:38[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:29:38[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:29:39[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:29:39[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.86[39m[90m; User: [39m[90m6.77[39m[90m; System: [39m[90m0.32[39m[90m)[39m
[90m[2020-06-29 05:29:39[1m FUN[22m] [39mRunning grid line #22 of 40...
[90m[2020-06-29 05:29:39[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:29:39[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:29:40[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 35 3
[36m[1m 0[22m[39m 0 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8889
[0mBalanced Accuracy[0m 0.9444
[0m PPV[0m 0.9211
[0m NPV[0m 1.0000
[0m F1[0m 0.9589
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:29:45[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:29:45[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:29:45[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:29:48[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:29:50[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.20[39m[90m; User: [39m[90m16.41[39m[90m; System: [39m[90m0.63[39m[90m)[39m
[90m[2020-06-29 05:29:50[1m FUN[22m] [39mRunning grid line #23 of 40...
[90m[2020-06-29 05:29:50[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:29:50[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:29:50[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 35 2
[36m[1m 0[22m[39m 0 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9259
[0mBalanced Accuracy[0m 0.9630
[0m PPV[0m 0.9459
[0m NPV[0m 1.0000
[0m F1[0m 0.9722
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:29:55[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:29:56[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:29:56[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:29:58[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:30:01[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m11.03[39m[90m; User: [39m[90m17.94[39m[90m; System: [39m[90m0.64[39m[90m)[39m
[90m[2020-06-29 05:30:01[1m FUN[22m] [39mRunning grid line #24 of 40...
[90m[2020-06-29 05:30:01[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:30:01[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:30:01[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 6
[36m[1m 0[22m[39m 1 21
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.7778
[0mBalanced Accuracy[0m 0.8746
[0m PPV[0m 0.8500
[0m NPV[0m 0.9545
[0m F1[0m 0.9067
[0m Accuracy[0m 0.8871
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:30:06[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:30:07[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:30:07[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:30:09[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:30:11[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10[39m[90m; User: [39m[90m16.40[39m[90m; System: [39m[90m0.67[39m[90m)[39m
[90m[2020-06-29 05:30:11[1m FUN[22m] [39mRunning grid line #25 of 40...
[90m[2020-06-29 05:30:11[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:30:11[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:30:11[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 35 2
[36m[1m 0[22m[39m 0 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9259
[0mBalanced Accuracy[0m 0.9630
[0m PPV[0m 0.9459
[0m NPV[0m 1.0000
[0m F1[0m 0.9722
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:30:16[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:30:17[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:30:17[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:30:19[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:30:21[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.68[39m[90m; User: [39m[90m15.64[39m[90m; System: [39m[90m0.54[39m[90m)[39m
[90m[2020-06-29 05:30:21[1m FUN[22m] [39mRunning grid line #26 of 40...
[90m[2020-06-29 05:30:21[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:30:21[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:30:21[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 35 3
[36m[1m 0[22m[39m 1 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9722
[0m Specificity[0m 0.8889
[0mBalanced Accuracy[0m 0.9306
[0m PPV[0m 0.9211
[0m NPV[0m 0.9600
[0m F1[0m 0.9459
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:30:25[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:30:26[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:30:26[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:30:27[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:30:28[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.26[39m[90m; User: [39m[90m11.04[39m[90m; System: [39m[90m0.48[39m[90m)[39m
[90m[2020-06-29 05:30:28[1m FUN[22m] [39mRunning grid line #27 of 40...
[90m[2020-06-29 05:30:28[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:30:28[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:30:28[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 3
[36m[1m 0[22m[39m 2 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9429
[0m Specificity[0m 0.8889
[0mBalanced Accuracy[0m 0.9159
[0m PPV[0m 0.9167
[0m NPV[0m 0.9231
[0m F1[0m 0.9296
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:30:33[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:30:33[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:30:33[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:30:35[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:30:37[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.45[39m[90m; User: [39m[90m13.06[39m[90m; System: [39m[90m0.49[39m[90m)[39m
[90m[2020-06-29 05:30:37[1m FUN[22m] [39mRunning grid line #28 of 40...
[90m[2020-06-29 05:30:37[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:30:37[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:30:37[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 35 3
[36m[1m 0[22m[39m 0 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8889
[0mBalanced Accuracy[0m 0.9444
[0m PPV[0m 0.9211
[0m NPV[0m 1.0000
[0m F1[0m 0.9589
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:30:42[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:30:43[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:30:43[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:30:45[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:30:46[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.83[39m[90m; User: [39m[90m15.53[39m[90m; System: [39m[90m0.58[39m[90m)[39m
[90m[2020-06-29 05:30:47[1m FUN[22m] [39mRunning grid line #29 of 40...
[90m[2020-06-29 05:30:47[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:30:47[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:30:47[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 0
[36m[1m 0[22m[39m 1 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9857
[0m PPV[0m 1.0000
[0m NPV[0m 0.9643
[0m F1[0m 0.9855
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:30:52[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:30:53[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:30:53[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:30:56[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:30:58[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.50[39m[90m; User: [39m[90m18.89[39m[90m; System: [39m[90m0.65[39m[90m)[39m
[90m[2020-06-29 05:30:58[1m FUN[22m] [39mRunning grid line #30 of 40...
[90m[2020-06-29 05:30:58[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:30:58[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:30:59[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 3
[36m[1m 0[22m[39m 1 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.8889
[0mBalanced Accuracy[0m 0.9302
[0m PPV[0m 0.9189
[0m NPV[0m 0.9600
[0m F1[0m 0.9444
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:31:03[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:31:04[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:31:04[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:31:06[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:31:08[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m9.97[39m[90m; User: [39m[90m16.11[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 05:31:08[1m FUN[22m] [39mRunning grid line #31 of 40...
[90m[2020-06-29 05:31:08[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:31:08[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:31:09[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 15 18
[36m[1m 0[22m[39m 20 9
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4286
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.3810
[0m PPV[0m 0.4545
[0m NPV[0m 0.3103
[0m F1[0m 0.4412
[0m Accuracy[0m 0.3871
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5417
[0m PPV[0m 0.6000
[0m NPV[0m 0.5000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:31:12[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:31:12[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:31:12[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:31:12[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:31:13[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.21[39m[90m; User: [39m[90m5.28[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 05:31:13[1m FUN[22m] [39mRunning grid line #32 of 40...
[90m[2020-06-29 05:31:13[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:31:13[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:31:13[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 7 14
[36m[1m 0[22m[39m 28 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2000
[0m Specificity[0m 0.4815
[0mBalanced Accuracy[0m 0.3407
[0m PPV[0m 0.3333
[0m NPV[0m 0.3171
[0m F1[0m 0.2500
[0m Accuracy[0m 0.3226
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 3
[36m[1m 0[22m[39m 3 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.1250
[0m PPV[0m 0.2500
[0m NPV[0m 0.0000
[0m F1[0m 0.2500
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:31:17[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:31:17[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:31:17[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:31:18[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:31:19[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6.07[39m[90m; User: [39m[90m8.53[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 05:31:19[1m FUN[22m] [39mRunning grid line #33 of 40...
[90m[2020-06-29 05:31:19[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:31:19[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:31:19[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 8
[36m[1m 0[22m[39m 24 19
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3143
[0m Specificity[0m 0.7037
[0mBalanced Accuracy[0m 0.5090
[0m PPV[0m 0.5789
[0m NPV[0m 0.4419
[0m F1[0m 0.4074
[0m Accuracy[0m 0.4839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 3 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.4000
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:31:26[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:31:27[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:31:28[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:32:01[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:32:11[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.88[39m[90m minutes ([39m[90mReal: [39m[90m52.51[39m[90m; User: [39m[90m96.59[39m[90m; System: [39m[90m2.98[39m[90m)[39m
[90m[2020-06-29 05:32:11[1m FUN[22m] [39mRunning grid line #34 of 40...
[90m[2020-06-29 05:32:11[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:32:12[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:32:12[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 13
[36m[1m 0[22m[39m 30 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1429
[0m Specificity[0m 0.5185
[0mBalanced Accuracy[0m 0.3307
[0m PPV[0m 0.2778
[0m NPV[0m 0.3182
[0m F1[0m 0.1887
[0m Accuracy[0m 0.3065
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 2
[36m[1m 0[22m[39m 4 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.1667
[0m PPV[0m 0.0000
[0m NPV[0m 0.2000
[0m F1[0m NA
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:32:15[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:32:15[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:32:15[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:32:15[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:32:16[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.55[39m[90m; User: [39m[90m6.03[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 05:32:16[1m FUN[22m] [39mRunning grid line #35 of 40...
[90m[2020-06-29 05:32:16[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:32:16[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:32:17[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 14 22
[36m[1m 0[22m[39m 21 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4000
[0m Specificity[0m 0.1852
[0mBalanced Accuracy[0m 0.2926
[0m PPV[0m 0.3889
[0m NPV[0m 0.1923
[0m F1[0m 0.3944
[0m Accuracy[0m 0.3065
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 3
[36m[1m 0[22m[39m 3 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.1250
[0m PPV[0m 0.2500
[0m NPV[0m 0.0000
[0m F1[0m 0.2500
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:32:21[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:32:22[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:32:22[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:32:23[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:32:24[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.50[39m[90m; User: [39m[90m9.56[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 05:32:24[1m FUN[22m] [39mRunning grid line #36 of 40...
[90m[2020-06-29 05:32:24[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:32:24[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:32:24[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 17 15
[36m[1m 0[22m[39m 19 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4722
[0m Specificity[0m 0.4444
[0mBalanced Accuracy[0m 0.4583
[0m PPV[0m 0.5312
[0m NPV[0m 0.3871
[0m F1[0m 0.5000
[0m Accuracy[0m 0.4603
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6667
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:32:28[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:32:29[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:32:29[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:32:30[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:32:32[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.94[39m[90m; User: [39m[90m11.83[39m[90m; System: [39m[90m0.38[39m[90m)[39m
[90m[2020-06-29 05:32:32[1m FUN[22m] [39mRunning grid line #37 of 40...
[90m[2020-06-29 05:32:32[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:32:32[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:32:32[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 9
[36m[1m 0[22m[39m 25 18
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2857
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.4762
[0m PPV[0m 0.5263
[0m NPV[0m 0.4186
[0m F1[0m 0.3704
[0m Accuracy[0m 0.4516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:32:36[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:32:36[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:32:36[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:32:37[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:32:37[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.56[39m[90m; User: [39m[90m8[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 05:32:37[1m FUN[22m] [39mRunning grid line #38 of 40...
[90m[2020-06-29 05:32:38[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:32:38[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:32:38[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 12
[36m[1m 0[22m[39m 31 15
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1143
[0m Specificity[0m 0.5556
[0mBalanced Accuracy[0m 0.3349
[0m PPV[0m 0.2500
[0m NPV[0m 0.3261
[0m F1[0m 0.1569
[0m Accuracy[0m 0.3065
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 3 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.4583
[0m PPV[0m 0.5000
[0m NPV[0m 0.4000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:32:42[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:32:42[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:32:42[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:32:43[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:32:44[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.51[39m[90m; User: [39m[90m10[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 05:32:44[1m FUN[22m] [39mRunning grid line #39 of 40...
[90m[2020-06-29 05:32:44[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:32:44[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:32:44[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 7
[36m[1m 0[22m[39m 25 20
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2857
[0m Specificity[0m 0.7407
[0mBalanced Accuracy[0m 0.5132
[0m PPV[0m 0.5882
[0m NPV[0m 0.4444
[0m F1[0m 0.3846
[0m Accuracy[0m 0.4839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 4 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.4286
[0m F1[0m NA
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:32:48[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:32:48[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:32:48[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:32:49[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:32:49[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.22[39m[90m; User: [39m[90m7.42[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 05:32:49[1m FUN[22m] [39mRunning grid line #40 of 40...
[90m[2020-06-29 05:32:49[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:32:50[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:32:50[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 9 12
[36m[1m 0[22m[39m 26 15
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2571
[0m Specificity[0m 0.5556
[0mBalanced Accuracy[0m 0.4063
[0m PPV[0m 0.4286
[0m NPV[0m 0.3659
[0m F1[0m 0.3214
[0m Accuracy[0m 0.3871
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.4167
[0m PPV[0m 0.5000
[0m NPV[0m 0.3333
[0m F1[0m 0.5000
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:32:54[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:32:54[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:32:54[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:32:55[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:32:56[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.58[39m[90m; User: [39m[90m9.84[39m[90m; System: [39m[90m0.47[39m[90m)[39m
[90m[2020-06-29 05:33:02[1m FUN[22m] [39mRunning grid line #1 of 40...
[90m[2020-06-29 05:33:03[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:33:03[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 05:33:03[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 3
[36m[1m 0[22m[39m 1 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9706
[0m Specificity[0m 0.8889
[0mBalanced Accuracy[0m 0.9297
[0m PPV[0m 0.9167
[0m NPV[0m 0.9600
[0m F1[0m 0.9429
[0m Accuracy[0m 0.9344
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:33:08[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:33:09[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:33:09[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:33:13[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:33:15[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m12.10[39m[90m; User: [39m[90m20.23[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 05:33:15[1m FUN[22m] [39mRunning grid line #2 of 40...
[90m[2020-06-29 05:33:15[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:33:15[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:33:15[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 2
[36m[1m 0[22m[39m 2 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9412
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9349
[0m PPV[0m 0.9412
[0m NPV[0m 0.9286
[0m F1[0m 0.9412
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5417
[0m PPV[0m 0.6000
[0m NPV[0m 0.5000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:33:20[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:33:20[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:33:20[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:33:23[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:33:25[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.11[39m[90m; User: [39m[90m16.08[39m[90m; System: [39m[90m0.72[39m[90m)[39m
[90m[2020-06-29 05:33:25[1m FUN[22m] [39mRunning grid line #3 of 40...
[90m[2020-06-29 05:33:25[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:33:25[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:33:25[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 2
[36m[1m 0[22m[39m 3 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9118
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9202
[0m PPV[0m 0.9394
[0m NPV[0m 0.8966
[0m F1[0m 0.9254
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:33:30[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:33:31[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:33:31[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:33:34[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:33:36[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m11[39m[90m; User: [39m[90m18[39m[90m; System: [39m[90m0.75[39m[90m)[39m
[90m[2020-06-29 05:33:36[1m FUN[22m] [39mRunning grid line #4 of 40...
[90m[2020-06-29 05:33:36[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:33:36[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:33:37[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 3
[36m[1m 0[22m[39m 3 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9143
[0m Specificity[0m 0.8929
[0mBalanced Accuracy[0m 0.9036
[0m PPV[0m 0.9143
[0m NPV[0m 0.8929
[0m F1[0m 0.9143
[0m Accuracy[0m 0.9048
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6667
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:33:41[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:33:42[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:33:42[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:33:45[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:33:47[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.55[39m[90m; User: [39m[90m17.34[39m[90m; System: [39m[90m0.58[39m[90m)[39m
[90m[2020-06-29 05:33:47[1m FUN[22m] [39mRunning grid line #5 of 40...
[90m[2020-06-29 05:33:47[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:33:47[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:33:47[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 1
[36m[1m 0[22m[39m 1 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9706
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.9674
[0m PPV[0m 0.9706
[0m NPV[0m 0.9643
[0m F1[0m 0.9706
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:33:52[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:33:53[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:33:53[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:33:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:34:00[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.82[39m[90m; User: [39m[90m21.54[39m[90m; System: [39m[90m0.86[39m[90m)[39m
[90m[2020-06-29 05:34:00[1m FUN[22m] [39mRunning grid line #6 of 40...
[90m[2020-06-29 05:34:00[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:34:00[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:34:00[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 2
[36m[1m 0[22m[39m 4 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8824
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9055
[0m PPV[0m 0.9375
[0m NPV[0m 0.8667
[0m F1[0m 0.9091
[0m Accuracy[0m 0.9032
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:34:06[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:34:07[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:34:07[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:34:11[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:34:13[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.23[39m[90m minutes ([39m[90mReal: [39m[90m13.62[39m[90m; User: [39m[90m23.15[39m[90m; System: [39m[90m0.77[39m[90m)[39m
[90m[2020-06-29 05:34:13[1m FUN[22m] [39mRunning grid line #7 of 40...
[90m[2020-06-29 05:34:14[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:34:14[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:34:14[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 5
[36m[1m 0[22m[39m 1 23
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.8214
[0mBalanced Accuracy[0m 0.8964
[0m PPV[0m 0.8718
[0m NPV[0m 0.9583
[0m F1[0m 0.9189
[0m Accuracy[0m 0.9048
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:34:19[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:34:20[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:34:20[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:34:24[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:34:26[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.53[39m[90m; User: [39m[90m21.35[39m[90m; System: [39m[90m0.51[39m[90m)[39m
[90m[2020-06-29 05:34:26[1m FUN[22m] [39mRunning grid line #8 of 40...
[90m[2020-06-29 05:34:26[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:34:26[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:34:27[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 2
[36m[1m 0[22m[39m 3 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9118
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9202
[0m PPV[0m 0.9394
[0m NPV[0m 0.8966
[0m F1[0m 0.9254
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:34:33[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:34:34[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:34:34[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:34:39[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:34:43[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.28[39m[90m minutes ([39m[90mReal: [39m[90m16.65[39m[90m; User: [39m[90m27[39m[90m; System: [39m[90m1[39m[90m)[39m
[90m[2020-06-29 05:34:43[1m FUN[22m] [39mRunning grid line #9 of 40...
[90m[2020-06-29 05:34:43[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:34:43[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:34:43[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 2
[36m[1m 0[22m[39m 4 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8824
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9055
[0m PPV[0m 0.9375
[0m NPV[0m 0.8667
[0m F1[0m 0.9091
[0m Accuracy[0m 0.9032
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 4 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.4286
[0m F1[0m NA
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:34:48[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:34:49[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:34:49[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:34:52[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:34:53[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.11[39m[90m; User: [39m[90m16.23[39m[90m; System: [39m[90m0.64[39m[90m)[39m
[90m[2020-06-29 05:34:53[1m FUN[22m] [39mRunning grid line #10 of 40...
[90m[2020-06-29 05:34:53[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:34:53[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:34:54[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 4
[36m[1m 0[22m[39m 1 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9706
[0m Specificity[0m 0.8571
[0mBalanced Accuracy[0m 0.9139
[0m PPV[0m 0.8919
[0m NPV[0m 0.9600
[0m F1[0m 0.9296
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5417
[0m PPV[0m 0.6000
[0m NPV[0m 0.5000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:34:59[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:34:59[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:34:59[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:35:03[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:35:05[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.68[39m[90m; User: [39m[90m18.92[39m[90m; System: [39m[90m0.66[39m[90m)[39m
[90m[2020-06-29 05:35:05[1m FUN[22m] [39mRunning grid line #11 of 40...
[90m[2020-06-29 05:35:05[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:35:05[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 05:35:05[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 2
[36m[1m 0[22m[39m 1 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9706
[0m Specificity[0m 0.9259
[0mBalanced Accuracy[0m 0.9483
[0m PPV[0m 0.9429
[0m NPV[0m 0.9615
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9508
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.8000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:35:12[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:35:13[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:35:13[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:35:17[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:35:20[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.25[39m[90m minutes ([39m[90mReal: [39m[90m15.28[39m[90m; User: [39m[90m25.31[39m[90m; System: [39m[90m0.73[39m[90m)[39m
[90m[2020-06-29 05:35:20[1m FUN[22m] [39mRunning grid line #12 of 40...
[90m[2020-06-29 05:35:20[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:35:20[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:35:21[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 2
[36m[1m 0[22m[39m 2 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9412
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9349
[0m PPV[0m 0.9412
[0m NPV[0m 0.9286
[0m F1[0m 0.9412
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5417
[0m PPV[0m 0.6000
[0m NPV[0m 0.5000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:35:27[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:35:28[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:35:28[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:35:31[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:35:34[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.22[39m[90m minutes ([39m[90mReal: [39m[90m13.29[39m[90m; User: [39m[90m21.16[39m[90m; System: [39m[90m0.72[39m[90m)[39m
[90m[2020-06-29 05:35:34[1m FUN[22m] [39mRunning grid line #13 of 40...
[90m[2020-06-29 05:35:34[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:35:34[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:35:34[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 2
[36m[1m 0[22m[39m 0 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9643
[0m PPV[0m 0.9444
[0m NPV[0m 1.0000
[0m F1[0m 0.9714
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:35:42[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:35:43[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:35:43[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:35:48[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:35:52[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.31[39m[90m minutes ([39m[90mReal: [39m[90m18.40[39m[90m; User: [39m[90m31.34[39m[90m; System: [39m[90m0.87[39m[90m)[39m
[90m[2020-06-29 05:35:52[1m FUN[22m] [39mRunning grid line #14 of 40...
[90m[2020-06-29 05:35:52[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:35:52[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:35:53[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 1
[36m[1m 0[22m[39m 2 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9429
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.9536
[0m PPV[0m 0.9706
[0m NPV[0m 0.9310
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6667
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:36:00[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:36:01[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:36:01[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:36:06[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:36:09[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.28[39m[90m minutes ([39m[90mReal: [39m[90m16.75[39m[90m; User: [39m[90m28.55[39m[90m; System: [39m[90m0.95[39m[90m)[39m
[90m[2020-06-29 05:36:09[1m FUN[22m] [39mRunning grid line #15 of 40...
[90m[2020-06-29 05:36:09[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:36:09[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:36:10[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 1
[36m[1m 0[22m[39m 1 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9706
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.9674
[0m PPV[0m 0.9706
[0m NPV[0m 0.9643
[0m F1[0m 0.9706
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:36:15[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:36:17[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:36:17[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:36:20[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:36:23[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.22[39m[90m minutes ([39m[90mReal: [39m[90m13.50[39m[90m; User: [39m[90m22.51[39m[90m; System: [39m[90m0.70[39m[90m)[39m
[90m[2020-06-29 05:36:23[1m FUN[22m] [39mRunning grid line #16 of 40...
[90m[2020-06-29 05:36:23[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:36:23[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:36:23[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 2
[36m[1m 0[22m[39m 4 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8824
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9055
[0m PPV[0m 0.9375
[0m NPV[0m 0.8667
[0m F1[0m 0.9091
[0m Accuracy[0m 0.9032
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:36:30[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:36:31[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:36:31[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:36:35[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:36:38[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.25[39m[90m minutes ([39m[90mReal: [39m[90m15.26[39m[90m; User: [39m[90m26.22[39m[90m; System: [39m[90m0.79[39m[90m)[39m
[90m[2020-06-29 05:36:38[1m FUN[22m] [39mRunning grid line #17 of 40...
[90m[2020-06-29 05:36:38[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:36:38[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:36:39[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 2
[36m[1m 0[22m[39m 2 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9429
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9357
[0m PPV[0m 0.9429
[0m NPV[0m 0.9286
[0m F1[0m 0.9429
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:36:46[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:36:47[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:36:48[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:36:53[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:36:56[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.29[39m[90m minutes ([39m[90mReal: [39m[90m17.25[39m[90m; User: [39m[90m29.48[39m[90m; System: [39m[90m0.60[39m[90m)[39m
[90m[2020-06-29 05:36:56[1m FUN[22m] [39mRunning grid line #18 of 40...
[90m[2020-06-29 05:36:56[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:36:56[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:36:56[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 2
[36m[1m 0[22m[39m 1 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9706
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9496
[0m PPV[0m 0.9429
[0m NPV[0m 0.9630
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:37:02[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:37:04[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:37:04[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:37:08[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:37:11[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.26[39m[90m minutes ([39m[90mReal: [39m[90m15.38[39m[90m; User: [39m[90m25.92[39m[90m; System: [39m[90m0.74[39m[90m)[39m
[90m[2020-06-29 05:37:11[1m FUN[22m] [39mRunning grid line #19 of 40...
[90m[2020-06-29 05:37:11[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:37:11[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:37:12[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 2
[36m[1m 0[22m[39m 2 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9412
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9349
[0m PPV[0m 0.9412
[0m NPV[0m 0.9286
[0m F1[0m 0.9412
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.6000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:37:17[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:37:18[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:37:18[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:37:22[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:37:26[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.24[39m[90m minutes ([39m[90mReal: [39m[90m14.44[39m[90m; User: [39m[90m21.45[39m[90m; System: [39m[90m0.83[39m[90m)[39m
[90m[2020-06-29 05:37:26[1m FUN[22m] [39mRunning grid line #20 of 40...
[90m[2020-06-29 05:37:26[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:37:26[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:37:26[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 1
[36m[1m 0[22m[39m 1 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9706
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.9674
[0m PPV[0m 0.9706
[0m NPV[0m 0.9643
[0m F1[0m 0.9706
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5417
[0m PPV[0m 0.6000
[0m NPV[0m 0.5000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:37:37[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:37:38[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:37:38[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:37:44[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:37:49[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.39[39m[90m minutes ([39m[90mReal: [39m[90m23.46[39m[90m; User: [39m[90m30.83[39m[90m; System: [39m[90m1.33[39m[90m)[39m
[90m[2020-06-29 05:37:49[1m FUN[22m] [39mRunning grid line #21 of 40...
[90m[2020-06-29 05:37:49[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:37:49[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 05:37:50[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 2
[36m[1m 0[22m[39m 2 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9412
[0m Specificity[0m 0.9259
[0mBalanced Accuracy[0m 0.9336
[0m PPV[0m 0.9412
[0m NPV[0m 0.9259
[0m F1[0m 0.9412
[0m Accuracy[0m 0.9344
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:38:02[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:38:05[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:38:06[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:40:04[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:40:20[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m2.52[39m[90m minutes ([39m[90mReal: [39m[90m150.92[39m[90m; User: [39m[90m275.83[39m[90m; System: [39m[90m9.36[39m[90m)[39m
[90m[2020-06-29 05:40:20[1m FUN[22m] [39mRunning grid line #22 of 40...
[90m[2020-06-29 05:40:20[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:40:20[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:40:21[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 0
[36m[1m 0[22m[39m 2 28
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9412
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9706
[0m PPV[0m 1.0000
[0m NPV[0m 0.9333
[0m F1[0m 0.9697
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:40:25[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:40:26[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:40:26[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:40:28[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:40:29[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.38[39m[90m; User: [39m[90m13.33[39m[90m; System: [39m[90m0.35[39m[90m)[39m
[90m[2020-06-29 05:40:29[1m FUN[22m] [39mRunning grid line #23 of 40...
[90m[2020-06-29 05:40:29[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:40:29[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:40:29[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 0
[36m[1m 0[22m[39m 2 28
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9412
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9706
[0m PPV[0m 1.0000
[0m NPV[0m 0.9333
[0m F1[0m 0.9697
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:40:36[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:40:36[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:40:36[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:40:39[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:40:42[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.69[39m[90m; User: [39m[90m20.80[39m[90m; System: [39m[90m0.67[39m[90m)[39m
[90m[2020-06-29 05:40:42[1m FUN[22m] [39mRunning grid line #24 of 40...
[90m[2020-06-29 05:40:42[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:40:42[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:40:42[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 3
[36m[1m 0[22m[39m 1 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.8929
[0mBalanced Accuracy[0m 0.9321
[0m PPV[0m 0.9189
[0m NPV[0m 0.9615
[0m F1[0m 0.9444
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6667
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:40:46[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:40:46[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:40:46[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:40:47[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:40:47[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m5.73[39m[90m; User: [39m[90m8.31[39m[90m; System: [39m[90m0.47[39m[90m)[39m
[90m[2020-06-29 05:40:47[1m FUN[22m] [39mRunning grid line #25 of 40...
[90m[2020-06-29 05:40:48[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:40:48[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:40:48[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 0
[36m[1m 0[22m[39m 1 28
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9706
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9853
[0m PPV[0m 1.0000
[0m NPV[0m 0.9655
[0m F1[0m 0.9851
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:40:53[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:40:53[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:40:53[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:40:55[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:40:56[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.71[39m[90m; User: [39m[90m13.83[39m[90m; System: [39m[90m0.51[39m[90m)[39m
[90m[2020-06-29 05:40:56[1m FUN[22m] [39mRunning grid line #26 of 40...
[90m[2020-06-29 05:40:56[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:40:56[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:40:57[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 1
[36m[1m 0[22m[39m 0 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.9821
[0m PPV[0m 0.9714
[0m NPV[0m 1.0000
[0m F1[0m 0.9855
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:41:03[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:41:04[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:41:04[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:41:08[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:41:11[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.24[39m[90m minutes ([39m[90mReal: [39m[90m14.19[39m[90m; User: [39m[90m23.61[39m[90m; System: [39m[90m0.96[39m[90m)[39m
[90m[2020-06-29 05:41:11[1m FUN[22m] [39mRunning grid line #27 of 40...
[90m[2020-06-29 05:41:11[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:41:11[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:41:11[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 1
[36m[1m 0[22m[39m 2 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9429
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.9536
[0m PPV[0m 0.9706
[0m NPV[0m 0.9310
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6667
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:41:16[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:41:17[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:41:17[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:41:18[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:41:20[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.45[39m[90m; User: [39m[90m14.98[39m[90m; System: [39m[90m0.56[39m[90m)[39m
[90m[2020-06-29 05:41:20[1m FUN[22m] [39mRunning grid line #28 of 40...
[90m[2020-06-29 05:41:20[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:41:20[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:41:21[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 1
[36m[1m 0[22m[39m 2 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9412
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.9527
[0m PPV[0m 0.9697
[0m NPV[0m 0.9310
[0m F1[0m 0.9552
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:41:27[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:41:28[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:41:28[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:41:30[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:41:32[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m11.72[39m[90m; User: [39m[90m19.05[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 05:41:32[1m FUN[22m] [39mRunning grid line #29 of 40...
[90m[2020-06-29 05:41:32[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:41:32[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:41:33[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 2
[36m[1m 0[22m[39m 0 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9643
[0m PPV[0m 0.9444
[0m NPV[0m 1.0000
[0m F1[0m 0.9714
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 3 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.4000
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:41:37[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:41:38[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:41:38[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:41:40[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:41:42[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.42[39m[90m; User: [39m[90m15.39[39m[90m; System: [39m[90m0.67[39m[90m)[39m
[90m[2020-06-29 05:41:42[1m FUN[22m] [39mRunning grid line #30 of 40...
[90m[2020-06-29 05:41:42[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:41:42[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:41:42[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 0
[36m[1m 0[22m[39m 0 28
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.4167
[0m PPV[0m 0.5000
[0m NPV[0m 0.3333
[0m F1[0m 0.5000
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:41:47[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:41:48[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:41:48[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:41:50[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:41:52[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.28[39m[90m; User: [39m[90m16.29[39m[90m; System: [39m[90m0.62[39m[90m)[39m
[90m[2020-06-29 05:41:52[1m FUN[22m] [39mRunning grid line #31 of 40...
[90m[2020-06-29 05:41:52[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:41:52[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 05:41:52[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 19 15
[36m[1m 0[22m[39m 15 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5588
[0m Specificity[0m 0.4444
[0mBalanced Accuracy[0m 0.5016
[0m PPV[0m 0.5588
[0m NPV[0m 0.4444
[0m F1[0m 0.5588
[0m Accuracy[0m 0.5082
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 0.6000
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:41:56[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:41:57[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:41:57[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:41:58[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:41:59[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.13[39m[90m; User: [39m[90m10.69[39m[90m; System: [39m[90m0.55[39m[90m)[39m
[90m[2020-06-29 05:41:59[1m FUN[22m] [39mRunning grid line #32 of 40...
[90m[2020-06-29 05:41:59[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:41:59[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:42:00[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 16 10
[36m[1m 0[22m[39m 18 18
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4706
[0m Specificity[0m 0.6429
[0mBalanced Accuracy[0m 0.5567
[0m PPV[0m 0.6154
[0m NPV[0m 0.5000
[0m F1[0m 0.5333
[0m Accuracy[0m 0.5484
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5417
[0m PPV[0m 0.6000
[0m NPV[0m 0.5000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:42:03[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:42:04[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:42:04[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:42:04[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:42:06[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6.19[39m[90m; User: [39m[90m9.11[39m[90m; System: [39m[90m0.47[39m[90m)[39m
[90m[2020-06-29 05:42:06[1m FUN[22m] [39mRunning grid line #33 of 40...
[90m[2020-06-29 05:42:06[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:42:06[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:42:06[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 13 6
[36m[1m 0[22m[39m 21 22
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3824
[0m Specificity[0m 0.7857
[0mBalanced Accuracy[0m 0.5840
[0m PPV[0m 0.6842
[0m NPV[0m 0.5116
[0m F1[0m 0.4906
[0m Accuracy[0m 0.5645
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.6000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:42:10[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:42:11[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:42:11[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:42:12[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:42:13[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.09[39m[90m; User: [39m[90m10.47[39m[90m; System: [39m[90m0.47[39m[90m)[39m
[90m[2020-06-29 05:42:13[1m FUN[22m] [39mRunning grid line #34 of 40...
[90m[2020-06-29 05:42:13[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:42:13[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:42:13[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 17
[36m[1m 0[22m[39m 31 11
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1143
[0m Specificity[0m 0.3929
[0mBalanced Accuracy[0m 0.2536
[0m PPV[0m 0.1905
[0m NPV[0m 0.2619
[0m F1[0m 0.1429
[0m Accuracy[0m 0.2381
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6667
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:42:17[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:42:17[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:42:17[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:42:18[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:42:19[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m5.90[39m[90m; User: [39m[90m8.09[39m[90m; System: [39m[90m0.52[39m[90m)[39m
[90m[2020-06-29 05:42:19[1m FUN[22m] [39mRunning grid line #35 of 40...
[90m[2020-06-29 05:42:19[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:42:19[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:42:19[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 5 1
[36m[1m 0[22m[39m 29 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1471
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.5557
[0m PPV[0m 0.8333
[0m NPV[0m 0.4821
[0m F1[0m 0.2500
[0m Accuracy[0m 0.5161
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 3 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.4583
[0m PPV[0m 0.5000
[0m NPV[0m 0.4000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:42:23[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:42:23[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:42:23[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:42:24[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:42:24[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.23[39m[90m; User: [39m[90m7.28[39m[90m; System: [39m[90m0.48[39m[90m)[39m
[90m[2020-06-29 05:42:24[1m FUN[22m] [39mRunning grid line #36 of 40...
[90m[2020-06-29 05:42:24[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:42:24[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:42:25[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 15 22
[36m[1m 0[22m[39m 19 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4412
[0m Specificity[0m 0.2143
[0mBalanced Accuracy[0m 0.3277
[0m PPV[0m 0.4054
[0m NPV[0m 0.2400
[0m F1[0m 0.4225
[0m Accuracy[0m 0.3387
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 3
[36m[1m 0[22m[39m 3 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.1250
[0m PPV[0m 0.2500
[0m NPV[0m 0.0000
[0m F1[0m 0.2500
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:42:28[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:42:29[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:42:29[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:42:29[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:42:30[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.68[39m[90m; User: [39m[90m8.20[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 05:42:30[1m FUN[22m] [39mRunning grid line #37 of 40...
[90m[2020-06-29 05:42:30[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:42:30[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:42:31[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 16 15
[36m[1m 0[22m[39m 19 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4571
[0m Specificity[0m 0.4643
[0mBalanced Accuracy[0m 0.4607
[0m PPV[0m 0.5161
[0m NPV[0m 0.4062
[0m F1[0m 0.4848
[0m Accuracy[0m 0.4603
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6667
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:42:35[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:42:35[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:42:35[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:42:36[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:42:38[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.47[39m[90m; User: [39m[90m11.03[39m[90m; System: [39m[90m0.62[39m[90m)[39m
[90m[2020-06-29 05:42:38[1m FUN[22m] [39mRunning grid line #38 of 40...
[90m[2020-06-29 05:42:38[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:42:38[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:42:38[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 17 20
[36m[1m 0[22m[39m 17 8
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.2857
[0mBalanced Accuracy[0m 0.3929
[0m PPV[0m 0.4595
[0m NPV[0m 0.3200
[0m F1[0m 0.4789
[0m Accuracy[0m 0.4032
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 3
[36m[1m 0[22m[39m 2 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.2500
[0m PPV[0m 0.4000
[0m NPV[0m 0.0000
[0m F1[0m 0.4444
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:42:42[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:42:42[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:42:43[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:42:43[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:42:45[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m6.92[39m[90m; User: [39m[90m10.35[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 05:42:45[1m FUN[22m] [39mRunning grid line #39 of 40...
[90m[2020-06-29 05:42:45[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:42:45[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:42:45[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 26 9
[36m[1m 0[22m[39m 8 19
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7647
[0m Specificity[0m 0.6786
[0mBalanced Accuracy[0m 0.7216
[0m PPV[0m 0.7429
[0m NPV[0m 0.7037
[0m F1[0m 0.7536
[0m Accuracy[0m 0.7258
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 3 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.4000
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:42:49[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:42:50[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:42:50[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:42:50[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:42:52[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.85[39m[90m; User: [39m[90m10.45[39m[90m; System: [39m[90m0.28[39m[90m)[39m
[90m[2020-06-29 05:42:52[1m FUN[22m] [39mRunning grid line #40 of 40...
[90m[2020-06-29 05:42:52[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:42:52[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:42:52[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 7
[36m[1m 0[22m[39m 5 21
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8529
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8015
[0m PPV[0m 0.8056
[0m NPV[0m 0.8077
[0m F1[0m 0.8286
[0m Accuracy[0m 0.8065
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 3
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.3750
[0m PPV[0m 0.5000
[0m NPV[0m 0.0000
[0m F1[0m 0.6000
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:42:55[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:42:55[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:42:55[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:42:56[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:42:56[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.46[39m[90m; User: [39m[90m5.78[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 05:43:05[1m FUN[22m] [39mRunning grid line #1 of 40...
[90m[2020-06-29 05:43:05[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:43:05[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 05:43:05[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 3
[36m[1m 0[22m[39m 5 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8571
[0m Specificity[0m 0.8889
[0mBalanced Accuracy[0m 0.8730
[0m PPV[0m 0.9091
[0m NPV[0m 0.8276
[0m F1[0m 0.8824
[0m Accuracy[0m 0.8710
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 3 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 1.0000
[0m NPV[0m 0.5714
[0m F1[0m 0.4000
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:43:12[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:43:13[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:43:13[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:43:19[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:43:22[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.28[39m[90m minutes ([39m[90mReal: [39m[90m16.75[39m[90m; User: [39m[90m28.78[39m[90m; System: [39m[90m0.91[39m[90m)[39m
[90m[2020-06-29 05:43:22[1m FUN[22m] [39mRunning grid line #2 of 40...
[90m[2020-06-29 05:43:22[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:43:22[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:43:22[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 0
[36m[1m 0[22m[39m 4 28
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8857
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9429
[0m PPV[0m 1.0000
[0m NPV[0m 0.8750
[0m F1[0m 0.9394
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 2
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:43:27[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:43:28[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:43:28[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:43:31[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:43:32[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.25[39m[90m; User: [39m[90m16.03[39m[90m; System: [39m[90m0.62[39m[90m)[39m
[90m[2020-06-29 05:43:32[1m FUN[22m] [39mRunning grid line #3 of 40...
[90m[2020-06-29 05:43:32[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:43:32[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:43:33[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 35 3
[36m[1m 0[22m[39m 0 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8929
[0mBalanced Accuracy[0m 0.9464
[0m PPV[0m 0.9211
[0m NPV[0m 1.0000
[0m F1[0m 0.9589
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:43:39[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:43:39[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:43:39[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:43:46[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:43:49[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.28[39m[90m minutes ([39m[90mReal: [39m[90m16.84[39m[90m; User: [39m[90m28.65[39m[90m; System: [39m[90m1.05[39m[90m)[39m
[90m[2020-06-29 05:43:49[1m FUN[22m] [39mRunning grid line #4 of 40...
[90m[2020-06-29 05:43:49[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:43:49[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:43:50[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 5
[36m[1m 0[22m[39m 5 23
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8571
[0m Specificity[0m 0.8214
[0mBalanced Accuracy[0m 0.8393
[0m PPV[0m 0.8571
[0m NPV[0m 0.8214
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8413
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 3
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.3750
[0m PPV[0m 0.5000
[0m NPV[0m 0.0000
[0m F1[0m 0.6000
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:43:54[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:43:54[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:43:54[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:43:56[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:43:57[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.83[39m[90m; User: [39m[90m12.04[39m[90m; System: [39m[90m0.48[39m[90m)[39m
[90m[2020-06-29 05:43:57[1m FUN[22m] [39mRunning grid line #5 of 40...
[90m[2020-06-29 05:43:57[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:43:57[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:43:58[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 4
[36m[1m 0[22m[39m 2 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9429
[0m Specificity[0m 0.8571
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 0.8919
[0m NPV[0m 0.9231
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9048
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 3 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.2917
[0m PPV[0m 0.3333
[0m NPV[0m 0.2500
[0m F1[0m 0.2857
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:44:03[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:44:03[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:44:03[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:44:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:44:09[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.46[39m[90m; User: [39m[90m18.86[39m[90m; System: [39m[90m0.75[39m[90m)[39m
[90m[2020-06-29 05:44:09[1m FUN[22m] [39mRunning grid line #6 of 40...
[90m[2020-06-29 05:44:09[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:44:09[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:44:09[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 2
[36m[1m 0[22m[39m 7 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8056
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.8671
[0m PPV[0m 0.9355
[0m NPV[0m 0.7879
[0m F1[0m 0.8657
[0m Accuracy[0m 0.8594
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:44:14[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:44:15[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:44:15[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:44:18[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:44:20[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.93[39m[90m; User: [39m[90m17.91[39m[90m; System: [39m[90m0.58[39m[90m)[39m
[90m[2020-06-29 05:44:20[1m FUN[22m] [39mRunning grid line #7 of 40...
[90m[2020-06-29 05:44:20[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:44:20[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:44:20[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 1
[36m[1m 0[22m[39m 2 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9429
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.9536
[0m PPV[0m 0.9706
[0m NPV[0m 0.9310
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5417
[0m PPV[0m 0.6000
[0m NPV[0m 0.5000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:44:26[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:44:27[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:44:27[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:44:33[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:44:35[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.25[39m[90m minutes ([39m[90mReal: [39m[90m15.24[39m[90m; User: [39m[90m25.20[39m[90m; System: [39m[90m0.96[39m[90m)[39m
[90m[2020-06-29 05:44:35[1m FUN[22m] [39mRunning grid line #8 of 40...
[90m[2020-06-29 05:44:35[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:44:35[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:44:36[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 4
[36m[1m 0[22m[39m 3 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9143
[0m Specificity[0m 0.8571
[0mBalanced Accuracy[0m 0.8857
[0m PPV[0m 0.8889
[0m NPV[0m 0.8889
[0m F1[0m 0.9014
[0m Accuracy[0m 0.8889
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5417
[0m PPV[0m 0.6000
[0m NPV[0m 0.5000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:44:41[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:44:41[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:44:41[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:44:44[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:44:46[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.81[39m[90m; User: [39m[90m17.58[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 05:44:46[1m FUN[22m] [39mRunning grid line #9 of 40...
[90m[2020-06-29 05:44:46[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:44:46[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:44:47[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 6
[36m[1m 0[22m[39m 4 22
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8857
[0m Specificity[0m 0.7857
[0mBalanced Accuracy[0m 0.8357
[0m PPV[0m 0.8378
[0m NPV[0m 0.8462
[0m F1[0m 0.8611
[0m Accuracy[0m 0.8413
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.4167
[0m PPV[0m 0.5000
[0m NPV[0m 0.3333
[0m F1[0m 0.5000
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:44:51[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:44:51[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:44:52[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:44:54[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:44:55[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.72[39m[90m; User: [39m[90m13.85[39m[90m; System: [39m[90m0.46[39m[90m)[39m
[90m[2020-06-29 05:44:55[1m FUN[22m] [39mRunning grid line #10 of 40...
[90m[2020-06-29 05:44:55[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:44:55[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:44:55[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 2
[36m[1m 0[22m[39m 7 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.8643
[0m PPV[0m 0.9333
[0m NPV[0m 0.7879
[0m F1[0m 0.8615
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:45:02[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:45:03[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:45:03[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:45:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:45:10[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.25[39m[90m minutes ([39m[90mReal: [39m[90m15.08[39m[90m; User: [39m[90m25.68[39m[90m; System: [39m[90m0.84[39m[90m)[39m
[90m[2020-06-29 05:45:10[1m FUN[22m] [39mRunning grid line #11 of 40...
[90m[2020-06-29 05:45:10[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:45:10[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 05:45:11[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 2
[36m[1m 0[22m[39m 1 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.9259
[0mBalanced Accuracy[0m 0.9487
[0m PPV[0m 0.9444
[0m NPV[0m 0.9615
[0m F1[0m 0.9577
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 3 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 1.0000
[0m NPV[0m 0.5714
[0m F1[0m 0.4000
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:45:18[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:45:19[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:45:19[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:45:24[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:45:28[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.30[39m[90m minutes ([39m[90mReal: [39m[90m18.03[39m[90m; User: [39m[90m30.51[39m[90m; System: [39m[90m0.99[39m[90m)[39m
[90m[2020-06-29 05:45:28[1m FUN[22m] [39mRunning grid line #12 of 40...
[90m[2020-06-29 05:45:28[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:45:28[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:45:29[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 0
[36m[1m 0[22m[39m 1 28
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9857
[0m PPV[0m 1.0000
[0m NPV[0m 0.9655
[0m F1[0m 0.9855
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 2
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:45:35[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:45:36[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:45:36[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:45:39[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:45:43[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.24[39m[90m minutes ([39m[90mReal: [39m[90m14.16[39m[90m; User: [39m[90m23.19[39m[90m; System: [39m[90m0.81[39m[90m)[39m
[90m[2020-06-29 05:45:43[1m FUN[22m] [39mRunning grid line #13 of 40...
[90m[2020-06-29 05:45:43[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:45:43[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:45:43[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 2
[36m[1m 0[22m[39m 1 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9500
[0m PPV[0m 0.9444
[0m NPV[0m 0.9630
[0m F1[0m 0.9577
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:45:50[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:45:52[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:45:52[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:45:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:46:00[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.30[39m[90m minutes ([39m[90mReal: [39m[90m17.80[39m[90m; User: [39m[90m30.89[39m[90m; System: [39m[90m0.82[39m[90m)[39m
[90m[2020-06-29 05:46:01[1m FUN[22m] [39mRunning grid line #14 of 40...
[90m[2020-06-29 05:46:01[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:46:01[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:46:01[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 35 2
[36m[1m 0[22m[39m 0 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9643
[0m PPV[0m 0.9459
[0m NPV[0m 1.0000
[0m F1[0m 0.9722
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 3
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.3750
[0m PPV[0m 0.5000
[0m NPV[0m 0.0000
[0m F1[0m 0.6000
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:46:07[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:46:08[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:46:09[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:46:13[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:46:16[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.26[39m[90m minutes ([39m[90mReal: [39m[90m15.48[39m[90m; User: [39m[90m26.39[39m[90m; System: [39m[90m0.89[39m[90m)[39m
[90m[2020-06-29 05:46:16[1m FUN[22m] [39mRunning grid line #15 of 40...
[90m[2020-06-29 05:46:16[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:46:16[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:46:17[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 1
[36m[1m 0[22m[39m 4 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8857
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.9250
[0m PPV[0m 0.9688
[0m NPV[0m 0.8710
[0m F1[0m 0.9254
[0m Accuracy[0m 0.9206
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.4167
[0m PPV[0m 0.5000
[0m NPV[0m 0.3333
[0m F1[0m 0.5000
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:46:23[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:46:25[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:46:25[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:46:29[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:46:32[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.26[39m[90m minutes ([39m[90mReal: [39m[90m15.88[39m[90m; User: [39m[90m26.50[39m[90m; System: [39m[90m0.93[39m[90m)[39m
[90m[2020-06-29 05:46:32[1m FUN[22m] [39mRunning grid line #16 of 40...
[90m[2020-06-29 05:46:32[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:46:32[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:46:33[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 35 2
[36m[1m 0[22m[39m 1 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9722
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9504
[0m PPV[0m 0.9459
[0m NPV[0m 0.9630
[0m F1[0m 0.9589
[0m Accuracy[0m 0.9531
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:46:39[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:46:40[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:46:40[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:46:44[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:46:47[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.25[39m[90m minutes ([39m[90mReal: [39m[90m15.11[39m[90m; User: [39m[90m25.54[39m[90m; System: [39m[90m0.89[39m[90m)[39m
[90m[2020-06-29 05:46:47[1m FUN[22m] [39mRunning grid line #17 of 40...
[90m[2020-06-29 05:46:47[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:46:47[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:46:48[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 35 3
[36m[1m 0[22m[39m 0 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8929
[0mBalanced Accuracy[0m 0.9464
[0m PPV[0m 0.9211
[0m NPV[0m 1.0000
[0m F1[0m 0.9589
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 2
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:46:56[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:46:57[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:46:57[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:47:03[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:47:07[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.33[39m[90m minutes ([39m[90mReal: [39m[90m19.58[39m[90m; User: [39m[90m33.62[39m[90m; System: [39m[90m1.25[39m[90m)[39m
[90m[2020-06-29 05:47:07[1m FUN[22m] [39mRunning grid line #18 of 40...
[90m[2020-06-29 05:47:07[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:47:07[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:47:08[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 2
[36m[1m 0[22m[39m 1 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9500
[0m PPV[0m 0.9444
[0m NPV[0m 0.9630
[0m F1[0m 0.9577
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5417
[0m PPV[0m 0.6000
[0m NPV[0m 0.5000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:47:14[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:47:15[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:47:15[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:47:20[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:47:24[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.28[39m[90m minutes ([39m[90mReal: [39m[90m16.85[39m[90m; User: [39m[90m26.20[39m[90m; System: [39m[90m1.04[39m[90m)[39m
[90m[2020-06-29 05:47:24[1m FUN[22m] [39mRunning grid line #19 of 40...
[90m[2020-06-29 05:47:24[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:47:24[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:47:24[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 3
[36m[1m 0[22m[39m 1 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.8929
[0mBalanced Accuracy[0m 0.9321
[0m PPV[0m 0.9189
[0m NPV[0m 0.9615
[0m F1[0m 0.9444
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.4167
[0m PPV[0m 0.5000
[0m NPV[0m 0.3333
[0m F1[0m 0.5000
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:47:30[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:47:31[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:47:31[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:47:34[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:47:36[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.48[39m[90m; User: [39m[90m17.99[39m[90m; System: [39m[90m0.91[39m[90m)[39m
[90m[2020-06-29 05:47:36[1m FUN[22m] [39mRunning grid line #20 of 40...
[90m[2020-06-29 05:47:36[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:47:36[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:47:36[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 4
[36m[1m 0[22m[39m 3 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9143
[0m Specificity[0m 0.8571
[0mBalanced Accuracy[0m 0.8857
[0m PPV[0m 0.8889
[0m NPV[0m 0.8889
[0m F1[0m 0.9014
[0m Accuracy[0m 0.8889
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:47:44[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:47:45[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:47:45[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:47:50[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:47:54[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.31[39m[90m minutes ([39m[90mReal: [39m[90m18.42[39m[90m; User: [39m[90m31.44[39m[90m; System: [39m[90m1.11[39m[90m)[39m
[90m[2020-06-29 05:47:54[1m FUN[22m] [39mRunning grid line #21 of 40...
[90m[2020-06-29 05:47:54[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:47:54[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 05:47:55[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 35 2
[36m[1m 0[22m[39m 0 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9259
[0mBalanced Accuracy[0m 0.9630
[0m PPV[0m 0.9459
[0m NPV[0m 1.0000
[0m F1[0m 0.9722
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 2 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:48:01[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:48:01[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:48:01[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:48:04[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:48:06[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m12.10[39m[90m; User: [39m[90m20.23[39m[90m; System: [39m[90m0.81[39m[90m)[39m
[90m[2020-06-29 05:48:06[1m FUN[22m] [39mRunning grid line #22 of 40...
[90m[2020-06-29 05:48:07[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:48:07[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:48:07[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 0
[36m[1m 0[22m[39m 3 28
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9143
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9571
[0m PPV[0m 1.0000
[0m NPV[0m 0.9032
[0m F1[0m 0.9552
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 2
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:48:12[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:48:13[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:48:13[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:48:15[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:48:17[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.85[39m[90m; User: [39m[90m17.43[39m[90m; System: [39m[90m0.66[39m[90m)[39m
[90m[2020-06-29 05:48:17[1m FUN[22m] [39mRunning grid line #23 of 40...
[90m[2020-06-29 05:48:17[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:48:18[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:48:18[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 1
[36m[1m 0[22m[39m 1 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.9679
[0m PPV[0m 0.9714
[0m NPV[0m 0.9643
[0m F1[0m 0.9714
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.6000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:48:23[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:48:23[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:48:23[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:48:25[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:48:27[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.64[39m[90m; User: [39m[90m15.89[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 05:48:27[1m FUN[22m] [39mRunning grid line #24 of 40...
[90m[2020-06-29 05:48:27[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:48:27[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:48:28[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 35 2
[36m[1m 0[22m[39m 0 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9643
[0m PPV[0m 0.9459
[0m NPV[0m 1.0000
[0m F1[0m 0.9722
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 3
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.3750
[0m PPV[0m 0.5000
[0m NPV[0m 0.0000
[0m F1[0m 0.6000
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:48:34[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:48:35[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:48:35[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:48:37[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:48:40[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.67[39m[90m; User: [39m[90m21.07[39m[90m; System: [39m[90m0.61[39m[90m)[39m
[90m[2020-06-29 05:48:40[1m FUN[22m] [39mRunning grid line #25 of 40...
[90m[2020-06-29 05:48:40[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:48:40[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:48:40[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 1
[36m[1m 0[22m[39m 1 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.9679
[0m PPV[0m 0.9714
[0m NPV[0m 0.9643
[0m F1[0m 0.9714
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:48:48[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:48:49[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:48:49[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:48:53[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:48:56[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.27[39m[90m minutes ([39m[90mReal: [39m[90m16.37[39m[90m; User: [39m[90m27.70[39m[90m; System: [39m[90m0.75[39m[90m)[39m
[90m[2020-06-29 05:48:56[1m FUN[22m] [39mRunning grid line #26 of 40...
[90m[2020-06-29 05:48:56[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:48:57[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:48:57[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 36 1
[36m[1m 0[22m[39m 0 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.9821
[0m PPV[0m 0.9730
[0m NPV[0m 1.0000
[0m F1[0m 0.9863
[0m Accuracy[0m 0.9844
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:49:02[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:49:02[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:49:03[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:49:05[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:49:07[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.47[39m[90m; User: [39m[90m17.03[39m[90m; System: [39m[90m0.71[39m[90m)[39m
[90m[2020-06-29 05:49:07[1m FUN[22m] [39mRunning grid line #27 of 40...
[90m[2020-06-29 05:49:07[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:49:07[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:49:07[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 2
[36m[1m 0[22m[39m 1 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9500
[0m PPV[0m 0.9444
[0m NPV[0m 0.9630
[0m F1[0m 0.9577
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:49:13[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:49:14[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:49:14[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:49:16[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:49:18[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.27[39m[90m; User: [39m[90m18.67[39m[90m; System: [39m[90m0.58[39m[90m)[39m
[90m[2020-06-29 05:49:18[1m FUN[22m] [39mRunning grid line #28 of 40...
[90m[2020-06-29 05:49:18[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:49:19[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:49:19[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 35 1
[36m[1m 0[22m[39m 0 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.9821
[0m PPV[0m 0.9722
[0m NPV[0m 1.0000
[0m F1[0m 0.9859
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5417
[0m PPV[0m 0.6000
[0m NPV[0m 0.5000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:49:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:49:25[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:49:25[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:49:28[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:49:30[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.20[39m[90m; User: [39m[90m18.14[39m[90m; System: [39m[90m0.54[39m[90m)[39m
[90m[2020-06-29 05:49:30[1m FUN[22m] [39mRunning grid line #29 of 40...
[90m[2020-06-29 05:49:30[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:49:30[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:49:30[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 3
[36m[1m 0[22m[39m 1 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.8929
[0mBalanced Accuracy[0m 0.9321
[0m PPV[0m 0.9189
[0m NPV[0m 0.9615
[0m F1[0m 0.9444
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.4167
[0m PPV[0m 0.5000
[0m NPV[0m 0.3333
[0m F1[0m 0.5000
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:49:34[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:49:35[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:49:35[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:49:36[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:49:37[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m6.95[39m[90m; User: [39m[90m10.56[39m[90m; System: [39m[90m0.46[39m[90m)[39m
[90m[2020-06-29 05:49:37[1m FUN[22m] [39mRunning grid line #30 of 40...
[90m[2020-06-29 05:49:37[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:49:37[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:49:37[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 1
[36m[1m 0[22m[39m 4 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8857
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.9250
[0m PPV[0m 0.9688
[0m NPV[0m 0.8710
[0m F1[0m 0.9254
[0m Accuracy[0m 0.9206
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:49:43[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:49:44[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:49:44[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:49:47[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:49:49[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m12.19[39m[90m; User: [39m[90m20.32[39m[90m; System: [39m[90m0.68[39m[90m)[39m
[90m[2020-06-29 05:49:49[1m FUN[22m] [39mRunning grid line #31 of 40...
[90m[2020-06-29 05:49:49[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:49:49[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 05:49:50[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 15
[36m[1m 0[22m[39m 4 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8857
[0m Specificity[0m 0.4444
[0mBalanced Accuracy[0m 0.6651
[0m PPV[0m 0.6739
[0m NPV[0m 0.7500
[0m F1[0m 0.7654
[0m Accuracy[0m 0.6935
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 2
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:49:53[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:49:54[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:49:54[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:49:55[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:49:56[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.23[39m[90m; User: [39m[90m10.61[39m[90m; System: [39m[90m0.64[39m[90m)[39m
[90m[2020-06-29 05:49:57[1m FUN[22m] [39mRunning grid line #32 of 40...
[90m[2020-06-29 05:49:57[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:49:57[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:49:57[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 8 3
[36m[1m 0[22m[39m 27 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2286
[0m Specificity[0m 0.8929
[0mBalanced Accuracy[0m 0.5607
[0m PPV[0m 0.7273
[0m NPV[0m 0.4808
[0m F1[0m 0.3478
[0m Accuracy[0m 0.5238
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 3 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.4000
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:50:01[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:50:02[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:50:02[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:50:03[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:50:04[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.73[39m[90m; User: [39m[90m11.66[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 05:50:04[1m FUN[22m] [39mRunning grid line #33 of 40...
[90m[2020-06-29 05:50:04[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:50:04[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:50:05[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 11
[36m[1m 0[22m[39m 24 17
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3143
[0m Specificity[0m 0.6071
[0mBalanced Accuracy[0m 0.4607
[0m PPV[0m 0.5000
[0m NPV[0m 0.4146
[0m F1[0m 0.3860
[0m Accuracy[0m 0.4444
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 1
[36m[1m 0[22m[39m 4 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.3333
[0m PPV[0m 0.0000
[0m NPV[0m 0.3333
[0m F1[0m NA
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:50:09[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:50:09[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:50:10[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:50:10[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:50:12[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.45[39m[90m; User: [39m[90m11.42[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 05:50:12[1m FUN[22m] [39mRunning grid line #34 of 40...
[90m[2020-06-29 05:50:12[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:50:12[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:50:12[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 14
[36m[1m 0[22m[39m 33 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0571
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.2786
[0m PPV[0m 0.1250
[0m NPV[0m 0.2979
[0m F1[0m 0.0784
[0m Accuracy[0m 0.2540
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.6000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:50:16[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:50:17[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:50:17[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:50:17[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:50:18[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.39[39m[90m; User: [39m[90m9.28[39m[90m; System: [39m[90m0.38[39m[90m)[39m
[90m[2020-06-29 05:50:19[1m FUN[22m] [39mRunning grid line #35 of 40...
[90m[2020-06-29 05:50:19[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:50:19[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:50:19[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 9 20
[36m[1m 0[22m[39m 26 8
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2571
[0m Specificity[0m 0.2857
[0mBalanced Accuracy[0m 0.2714
[0m PPV[0m 0.3103
[0m NPV[0m 0.2353
[0m F1[0m 0.2812
[0m Accuracy[0m 0.2698
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 2
[36m[1m 0[22m[39m 4 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.1667
[0m PPV[0m 0.0000
[0m NPV[0m 0.2000
[0m F1[0m NA
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:50:23[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:50:23[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:50:23[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:50:24[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:50:25[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.61[39m[90m; User: [39m[90m9.51[39m[90m; System: [39m[90m0.57[39m[90m)[39m
[90m[2020-06-29 05:50:25[1m FUN[22m] [39mRunning grid line #36 of 40...
[90m[2020-06-29 05:50:25[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:50:25[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:50:26[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 27 12
[36m[1m 0[22m[39m 9 16
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.5714
[0mBalanced Accuracy[0m 0.6607
[0m PPV[0m 0.6923
[0m NPV[0m 0.6400
[0m F1[0m 0.7200
[0m Accuracy[0m 0.6719
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:50:29[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:50:30[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:50:30[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:50:31[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:50:32[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.41[39m[90m; User: [39m[90m9.15[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 05:50:32[1m FUN[22m] [39mRunning grid line #37 of 40...
[90m[2020-06-29 05:50:32[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:50:32[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:50:32[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 15 16
[36m[1m 0[22m[39m 20 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4286
[0m Specificity[0m 0.4286
[0mBalanced Accuracy[0m 0.4286
[0m PPV[0m 0.4839
[0m NPV[0m 0.3750
[0m F1[0m 0.4545
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 3 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.2917
[0m PPV[0m 0.3333
[0m NPV[0m 0.2500
[0m F1[0m 0.2857
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:50:37[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:50:38[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:50:38[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:50:39[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:50:41[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.34[39m[90m; User: [39m[90m14.97[39m[90m; System: [39m[90m0.59[39m[90m)[39m
[90m[2020-06-29 05:50:41[1m FUN[22m] [39mRunning grid line #38 of 40...
[90m[2020-06-29 05:50:41[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:50:41[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:50:42[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 16
[36m[1m 0[22m[39m 7 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 0.4286
[0mBalanced Accuracy[0m 0.6143
[0m PPV[0m 0.6364
[0m NPV[0m 0.6316
[0m F1[0m 0.7089
[0m Accuracy[0m 0.6349
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 3
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5714
[0m NPV[0m NA
[0m F1[0m 0.7273
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:50:45[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:50:46[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:50:46[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:50:46[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:50:47[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6.16[39m[90m; User: [39m[90m9.02[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 05:50:48[1m FUN[22m] [39mRunning grid line #39 of 40...
[90m[2020-06-29 05:50:48[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:50:48[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:50:48[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 15 15
[36m[1m 0[22m[39m 20 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4286
[0m Specificity[0m 0.4643
[0mBalanced Accuracy[0m 0.4464
[0m PPV[0m 0.5000
[0m NPV[0m 0.3939
[0m F1[0m 0.4615
[0m Accuracy[0m 0.4444
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:50:52[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:50:52[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:50:52[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:50:53[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:50:55[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.90[39m[90m; User: [39m[90m12.09[39m[90m; System: [39m[90m0.65[39m[90m)[39m
[90m[2020-06-29 05:50:56[1m FUN[22m] [39mRunning grid line #40 of 40...
[90m[2020-06-29 05:50:56[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:50:56[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:50:56[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 9 14
[36m[1m 0[22m[39m 26 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2571
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.3786
[0m PPV[0m 0.3913
[0m NPV[0m 0.3500
[0m F1[0m 0.3103
[0m Accuracy[0m 0.3651
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 3 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.4000
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:51:00[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:51:01[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:51:01[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:51:02[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:51:04[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.22[39m[90m; User: [39m[90m12.55[39m[90m; System: [39m[90m0.48[39m[90m)[39m
[90m[2020-06-29 05:51:13[1m FUN[22m] [39mRunning grid line #1 of 40...
[90m[2020-06-29 05:51:13[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:51:13[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:51:13[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 3
[36m[1m 0[22m[39m 6 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8286
[0m Specificity[0m 0.8889
[0mBalanced Accuracy[0m 0.8587
[0m PPV[0m 0.9062
[0m NPV[0m 0.8000
[0m F1[0m 0.8657
[0m Accuracy[0m 0.8548
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:51:19[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:51:20[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:51:20[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:51:24[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:51:26[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.22[39m[90m minutes ([39m[90mReal: [39m[90m13.36[39m[90m; User: [39m[90m21.89[39m[90m; System: [39m[90m0.97[39m[90m)[39m
[90m[2020-06-29 05:51:26[1m FUN[22m] [39mRunning grid line #2 of 40...
[90m[2020-06-29 05:51:26[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:51:26[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:51:27[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 2
[36m[1m 0[22m[39m 5 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8571
[0m Specificity[0m 0.9259
[0mBalanced Accuracy[0m 0.8915
[0m PPV[0m 0.9375
[0m NPV[0m 0.8333
[0m F1[0m 0.8955
[0m Accuracy[0m 0.8871
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:51:32[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:51:32[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:51:32[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:51:36[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:51:38[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.35[39m[90m; User: [39m[90m18.23[39m[90m; System: [39m[90m0.61[39m[90m)[39m
[90m[2020-06-29 05:51:38[1m FUN[22m] [39mRunning grid line #3 of 40...
[90m[2020-06-29 05:51:38[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:51:38[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:51:38[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 4
[36m[1m 0[22m[39m 6 23
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8286
[0m Specificity[0m 0.8519
[0mBalanced Accuracy[0m 0.8402
[0m PPV[0m 0.8788
[0m NPV[0m 0.7931
[0m F1[0m 0.8529
[0m Accuracy[0m 0.8387
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:51:44[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:51:45[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:51:45[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:51:50[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:51:52[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.24[39m[90m minutes ([39m[90mReal: [39m[90m14.52[39m[90m; User: [39m[90m24.29[39m[90m; System: [39m[90m0.88[39m[90m)[39m
[90m[2020-06-29 05:51:52[1m FUN[22m] [39mRunning grid line #4 of 40...
[90m[2020-06-29 05:51:52[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:51:52[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:51:53[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 1
[36m[1m 0[22m[39m 4 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8857
[0m Specificity[0m 0.9630
[0mBalanced Accuracy[0m 0.9243
[0m PPV[0m 0.9688
[0m NPV[0m 0.8667
[0m F1[0m 0.9254
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:51:58[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:51:59[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:51:59[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:52:02[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:52:04[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m11.75[39m[90m; User: [39m[90m19.26[39m[90m; System: [39m[90m0.79[39m[90m)[39m
[90m[2020-06-29 05:52:04[1m FUN[22m] [39mRunning grid line #5 of 40...
[90m[2020-06-29 05:52:04[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:52:04[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:52:05[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 2
[36m[1m 0[22m[39m 5 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8571
[0m Specificity[0m 0.9259
[0mBalanced Accuracy[0m 0.8915
[0m PPV[0m 0.9375
[0m NPV[0m 0.8333
[0m F1[0m 0.8955
[0m Accuracy[0m 0.8871
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:52:11[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:52:12[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:52:12[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:52:17[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:52:20[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.26[39m[90m minutes ([39m[90mReal: [39m[90m15.67[39m[90m; User: [39m[90m26.12[39m[90m; System: [39m[90m0.94[39m[90m)[39m
[90m[2020-06-29 05:52:20[1m FUN[22m] [39mRunning grid line #6 of 40...
[90m[2020-06-29 05:52:20[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:52:20[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:52:20[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 5
[36m[1m 0[22m[39m 3 22
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.8148
[0mBalanced Accuracy[0m 0.8657
[0m PPV[0m 0.8684
[0m NPV[0m 0.8800
[0m F1[0m 0.8919
[0m Accuracy[0m 0.8730
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:52:25[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:52:26[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:52:26[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:52:30[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:52:31[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.45[39m[90m; User: [39m[90m18.64[39m[90m; System: [39m[90m0.64[39m[90m)[39m
[90m[2020-06-29 05:52:31[1m FUN[22m] [39mRunning grid line #7 of 40...
[90m[2020-06-29 05:52:32[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:52:32[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:52:32[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 2
[36m[1m 0[22m[39m 5 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8571
[0m Specificity[0m 0.9259
[0mBalanced Accuracy[0m 0.8915
[0m PPV[0m 0.9375
[0m NPV[0m 0.8333
[0m F1[0m 0.8955
[0m Accuracy[0m 0.8871
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:52:38[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:52:38[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:52:39[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:52:42[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:52:44[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.44[39m[90m; User: [39m[90m20.46[39m[90m; System: [39m[90m0.75[39m[90m)[39m
[90m[2020-06-29 05:52:44[1m FUN[22m] [39mRunning grid line #8 of 40...
[90m[2020-06-29 05:52:44[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:52:44[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:52:44[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 3
[36m[1m 0[22m[39m 4 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8857
[0m Specificity[0m 0.8889
[0mBalanced Accuracy[0m 0.8873
[0m PPV[0m 0.9118
[0m NPV[0m 0.8571
[0m F1[0m 0.8986
[0m Accuracy[0m 0.8871
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:52:49[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:52:50[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:52:50[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:52:53[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:52:55[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.58[39m[90m; User: [39m[90m17.33[39m[90m; System: [39m[90m0.72[39m[90m)[39m
[90m[2020-06-29 05:52:55[1m FUN[22m] [39mRunning grid line #9 of 40...
[90m[2020-06-29 05:52:55[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:52:55[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:52:55[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 4
[36m[1m 0[22m[39m 5 23
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8571
[0m Specificity[0m 0.8519
[0mBalanced Accuracy[0m 0.8545
[0m PPV[0m 0.8824
[0m NPV[0m 0.8214
[0m F1[0m 0.8696
[0m Accuracy[0m 0.8548
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:53:00[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:53:01[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:53:02[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:53:06[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:53:09[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.24[39m[90m minutes ([39m[90mReal: [39m[90m14.22[39m[90m; User: [39m[90m21.88[39m[90m; System: [39m[90m0.94[39m[90m)[39m
[90m[2020-06-29 05:53:09[1m FUN[22m] [39mRunning grid line #10 of 40...
[90m[2020-06-29 05:53:09[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:53:09[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:53:10[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 4
[36m[1m 0[22m[39m 4 23
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8857
[0m Specificity[0m 0.8519
[0mBalanced Accuracy[0m 0.8688
[0m PPV[0m 0.8857
[0m NPV[0m 0.8519
[0m F1[0m 0.8857
[0m Accuracy[0m 0.8710
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:53:15[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:53:16[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:53:16[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:53:19[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:53:21[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.34[39m[90m; User: [39m[90m18.24[39m[90m; System: [39m[90m0.66[39m[90m)[39m
[90m[2020-06-29 05:53:21[1m FUN[22m] [39mRunning grid line #11 of 40...
[90m[2020-06-29 05:53:21[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:53:21[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:53:21[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 35 3
[36m[1m 0[22m[39m 0 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8889
[0mBalanced Accuracy[0m 0.9444
[0m PPV[0m 0.9211
[0m NPV[0m 1.0000
[0m F1[0m 0.9589
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:53:29[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:53:31[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:53:31[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:53:37[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:53:41[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.34[39m[90m minutes ([39m[90mReal: [39m[90m20.34[39m[90m; User: [39m[90m34.95[39m[90m; System: [39m[90m0.92[39m[90m)[39m
[90m[2020-06-29 05:53:41[1m FUN[22m] [39mRunning grid line #12 of 40...
[90m[2020-06-29 05:53:41[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:53:41[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:53:41[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 35 2
[36m[1m 0[22m[39m 0 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9259
[0mBalanced Accuracy[0m 0.9630
[0m PPV[0m 0.9459
[0m NPV[0m 1.0000
[0m F1[0m 0.9722
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:53:49[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:53:50[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:53:51[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:53:56[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:53:59[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.31[39m[90m minutes ([39m[90mReal: [39m[90m18.37[39m[90m; User: [39m[90m32[39m[90m; System: [39m[90m0.82[39m[90m)[39m
[90m[2020-06-29 05:54:00[1m FUN[22m] [39mRunning grid line #13 of 40...
[90m[2020-06-29 05:54:00[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:54:00[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:54:00[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 1
[36m[1m 0[22m[39m 2 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9429
[0m Specificity[0m 0.9630
[0mBalanced Accuracy[0m 0.9529
[0m PPV[0m 0.9706
[0m NPV[0m 0.9286
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:54:08[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:54:10[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:54:10[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:54:15[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:54:19[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.32[39m[90m minutes ([39m[90mReal: [39m[90m19.05[39m[90m; User: [39m[90m30.81[39m[90m; System: [39m[90m1.12[39m[90m)[39m
[90m[2020-06-29 05:54:19[1m FUN[22m] [39mRunning grid line #14 of 40...
[90m[2020-06-29 05:54:19[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:54:19[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:54:19[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 1
[36m[1m 0[22m[39m 1 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.9630
[0mBalanced Accuracy[0m 0.9672
[0m PPV[0m 0.9714
[0m NPV[0m 0.9630
[0m F1[0m 0.9714
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:54:26[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:54:27[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:54:27[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:54:31[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:54:33[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.24[39m[90m minutes ([39m[90mReal: [39m[90m14.66[39m[90m; User: [39m[90m24.07[39m[90m; System: [39m[90m0.86[39m[90m)[39m
[90m[2020-06-29 05:54:34[1m FUN[22m] [39mRunning grid line #15 of 40...
[90m[2020-06-29 05:54:34[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:54:34[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:54:34[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 2
[36m[1m 0[22m[39m 5 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8571
[0m Specificity[0m 0.9259
[0mBalanced Accuracy[0m 0.8915
[0m PPV[0m 0.9375
[0m NPV[0m 0.8333
[0m F1[0m 0.8955
[0m Accuracy[0m 0.8871
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.6000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:54:41[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:54:42[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:54:42[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:54:46[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:54:49[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.26[39m[90m minutes ([39m[90mReal: [39m[90m15.46[39m[90m; User: [39m[90m26.16[39m[90m; System: [39m[90m0.65[39m[90m)[39m
[90m[2020-06-29 05:54:49[1m FUN[22m] [39mRunning grid line #16 of 40...
[90m[2020-06-29 05:54:49[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:54:49[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:54:50[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 36 1
[36m[1m 0[22m[39m 0 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9630
[0mBalanced Accuracy[0m 0.9815
[0m PPV[0m 0.9730
[0m NPV[0m 1.0000
[0m F1[0m 0.9863
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:54:57[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:54:58[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:54:58[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:55:03[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:55:06[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.29[39m[90m minutes ([39m[90mReal: [39m[90m17.30[39m[90m; User: [39m[90m28.91[39m[90m; System: [39m[90m1[39m[90m)[39m
[90m[2020-06-29 05:55:07[1m FUN[22m] [39mRunning grid line #17 of 40...
[90m[2020-06-29 05:55:07[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:55:07[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:55:07[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 35 1
[36m[1m 0[22m[39m 0 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9630
[0mBalanced Accuracy[0m 0.9815
[0m PPV[0m 0.9722
[0m NPV[0m 1.0000
[0m F1[0m 0.9859
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:55:16[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:55:18[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:55:18[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:55:25[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:55:30[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.38[39m[90m minutes ([39m[90mReal: [39m[90m23.03[39m[90m; User: [39m[90m38.56[39m[90m; System: [39m[90m1.30[39m[90m)[39m
[90m[2020-06-29 05:55:30[1m FUN[22m] [39mRunning grid line #18 of 40...
[90m[2020-06-29 05:55:30[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:55:30[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:55:30[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 3
[36m[1m 0[22m[39m 4 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8857
[0m Specificity[0m 0.8889
[0mBalanced Accuracy[0m 0.8873
[0m PPV[0m 0.9118
[0m NPV[0m 0.8571
[0m F1[0m 0.8986
[0m Accuracy[0m 0.8871
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:55:36[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:55:37[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:55:37[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:55:40[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:55:43[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.22[39m[90m minutes ([39m[90mReal: [39m[90m12.93[39m[90m; User: [39m[90m20.49[39m[90m; System: [39m[90m0.76[39m[90m)[39m
[90m[2020-06-29 05:55:43[1m FUN[22m] [39mRunning grid line #19 of 40...
[90m[2020-06-29 05:55:43[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:55:43[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:55:43[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 3
[36m[1m 0[22m[39m 5 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8571
[0m Specificity[0m 0.8889
[0mBalanced Accuracy[0m 0.8730
[0m PPV[0m 0.9091
[0m NPV[0m 0.8276
[0m F1[0m 0.8824
[0m Accuracy[0m 0.8710
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:55:50[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:55:51[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:55:51[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:55:55[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:55:58[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.25[39m[90m minutes ([39m[90mReal: [39m[90m14.94[39m[90m; User: [39m[90m24.15[39m[90m; System: [39m[90m0.95[39m[90m)[39m
[90m[2020-06-29 05:55:58[1m FUN[22m] [39mRunning grid line #20 of 40...
[90m[2020-06-29 05:55:58[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:55:58[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:55:58[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 1
[36m[1m 0[22m[39m 4 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8857
[0m Specificity[0m 0.9630
[0mBalanced Accuracy[0m 0.9243
[0m PPV[0m 0.9688
[0m NPV[0m 0.8667
[0m F1[0m 0.9254
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.6000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:56:05[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:56:06[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:56:06[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:56:11[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:56:14[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.27[39m[90m minutes ([39m[90mReal: [39m[90m16.20[39m[90m; User: [39m[90m26.35[39m[90m; System: [39m[90m1.06[39m[90m)[39m
[90m[2020-06-29 05:56:14[1m FUN[22m] [39mRunning grid line #21 of 40...
[90m[2020-06-29 05:56:14[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:56:14[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:56:15[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 35 1
[36m[1m 0[22m[39m 0 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9630
[0mBalanced Accuracy[0m 0.9815
[0m PPV[0m 0.9722
[0m NPV[0m 1.0000
[0m F1[0m 0.9859
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:56:21[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:56:22[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:56:22[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:56:25[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:56:28[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.23[39m[90m minutes ([39m[90mReal: [39m[90m13.87[39m[90m; User: [39m[90m22.25[39m[90m; System: [39m[90m0.83[39m[90m)[39m
[90m[2020-06-29 05:56:28[1m FUN[22m] [39mRunning grid line #22 of 40...
[90m[2020-06-29 05:56:28[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:56:28[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:56:29[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 35 1
[36m[1m 0[22m[39m 0 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9630
[0mBalanced Accuracy[0m 0.9815
[0m PPV[0m 0.9722
[0m NPV[0m 1.0000
[0m F1[0m 0.9859
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:56:35[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:56:36[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:56:36[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:56:40[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:56:43[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.24[39m[90m minutes ([39m[90mReal: [39m[90m14.62[39m[90m; User: [39m[90m23.80[39m[90m; System: [39m[90m0.61[39m[90m)[39m
[90m[2020-06-29 05:56:43[1m FUN[22m] [39mRunning grid line #23 of 40...
[90m[2020-06-29 05:56:43[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:56:43[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:56:43[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 0
[36m[1m 0[22m[39m 3 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9143
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9571
[0m PPV[0m 1.0000
[0m NPV[0m 0.9000
[0m F1[0m 0.9552
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:56:50[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:56:51[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:56:51[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:56:54[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:56:57[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.23[39m[90m minutes ([39m[90mReal: [39m[90m13.52[39m[90m; User: [39m[90m22.62[39m[90m; System: [39m[90m0.64[39m[90m)[39m
[90m[2020-06-29 05:56:57[1m FUN[22m] [39mRunning grid line #24 of 40...
[90m[2020-06-29 05:56:57[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:56:57[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:56:57[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 1
[36m[1m 0[22m[39m 1 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.9630
[0mBalanced Accuracy[0m 0.9672
[0m PPV[0m 0.9714
[0m NPV[0m 0.9630
[0m F1[0m 0.9714
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:57:02[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:57:02[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:57:03[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:57:04[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:57:06[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.44[39m[90m; User: [39m[90m15.19[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 05:57:06[1m FUN[22m] [39mRunning grid line #25 of 40...
[90m[2020-06-29 05:57:06[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:57:06[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:57:07[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 1
[36m[1m 0[22m[39m 4 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8857
[0m Specificity[0m 0.9630
[0mBalanced Accuracy[0m 0.9243
[0m PPV[0m 0.9688
[0m NPV[0m 0.8667
[0m F1[0m 0.9254
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.6000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:57:13[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:57:14[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:57:14[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:57:16[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:57:19[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.86[39m[90m; User: [39m[90m21.13[39m[90m; System: [39m[90m0.73[39m[90m)[39m
[90m[2020-06-29 05:57:19[1m FUN[22m] [39mRunning grid line #26 of 40...
[90m[2020-06-29 05:57:19[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:57:19[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:57:19[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 3
[36m[1m 0[22m[39m 3 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.8889
[0mBalanced Accuracy[0m 0.9028
[0m PPV[0m 0.9167
[0m NPV[0m 0.8889
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9048
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:57:25[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:57:25[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:57:26[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:57:28[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:57:30[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.69[39m[90m; User: [39m[90m17.56[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 05:57:30[1m FUN[22m] [39mRunning grid line #27 of 40...
[90m[2020-06-29 05:57:30[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:57:30[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:57:30[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 25 1
[36m[1m 0[22m[39m 10 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7143
[0m Specificity[0m 0.9630
[0mBalanced Accuracy[0m 0.8386
[0m PPV[0m 0.9615
[0m NPV[0m 0.7222
[0m F1[0m 0.8197
[0m Accuracy[0m 0.8226
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.6000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:57:35[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:57:36[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:57:36[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:57:38[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:57:39[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.48[39m[90m; User: [39m[90m14.27[39m[90m; System: [39m[90m0.77[39m[90m)[39m
[90m[2020-06-29 05:57:40[1m FUN[22m] [39mRunning grid line #28 of 40...
[90m[2020-06-29 05:57:40[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:57:40[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:57:40[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 0
[36m[1m 0[22m[39m 6 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8286
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9143
[0m PPV[0m 1.0000
[0m NPV[0m 0.8182
[0m F1[0m 0.9062
[0m Accuracy[0m 0.9032
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:57:44[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:57:45[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:57:45[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:57:46[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:57:47[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.78[39m[90m; User: [39m[90m11.89[39m[90m; System: [39m[90m0.43[39m[90m)[39m
[90m[2020-06-29 05:57:47[1m FUN[22m] [39mRunning grid line #29 of 40...
[90m[2020-06-29 05:57:47[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:57:48[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:57:48[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 1
[36m[1m 0[22m[39m 5 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8571
[0m Specificity[0m 0.9630
[0mBalanced Accuracy[0m 0.9101
[0m PPV[0m 0.9677
[0m NPV[0m 0.8387
[0m F1[0m 0.9091
[0m Accuracy[0m 0.9032
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:57:52[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:57:53[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:57:53[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:57:55[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:57:56[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.78[39m[90m; User: [39m[90m13.62[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 05:57:56[1m FUN[22m] [39mRunning grid line #30 of 40...
[90m[2020-06-29 05:57:56[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:57:56[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:57:57[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 1
[36m[1m 0[22m[39m 4 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8857
[0m Specificity[0m 0.9630
[0mBalanced Accuracy[0m 0.9243
[0m PPV[0m 0.9688
[0m NPV[0m 0.8667
[0m F1[0m 0.9254
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.6000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:58:02[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:58:02[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:58:02[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:58:04[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:58:06[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.52[39m[90m; User: [39m[90m14.58[39m[90m; System: [39m[90m0.71[39m[90m)[39m
[90m[2020-06-29 05:58:06[1m FUN[22m] [39mRunning grid line #31 of 40...
[90m[2020-06-29 05:58:06[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:58:06[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:58:06[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 15 19
[36m[1m 0[22m[39m 20 8
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4286
[0m Specificity[0m 0.2963
[0mBalanced Accuracy[0m 0.3624
[0m PPV[0m 0.4412
[0m NPV[0m 0.2857
[0m F1[0m 0.4348
[0m Accuracy[0m 0.3710
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 3
[36m[1m 0[22m[39m 3 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.1250
[0m PPV[0m 0.2500
[0m NPV[0m 0.0000
[0m F1[0m 0.2500
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:58:10[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:58:10[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:58:10[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:58:11[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:58:12[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.54[39m[90m; User: [39m[90m7.79[39m[90m; System: [39m[90m0.38[39m[90m)[39m
[90m[2020-06-29 05:58:12[1m FUN[22m] [39mRunning grid line #32 of 40...
[90m[2020-06-29 05:58:12[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:58:12[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:58:12[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 12
[36m[1m 0[22m[39m 24 15
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3143
[0m Specificity[0m 0.5556
[0mBalanced Accuracy[0m 0.4349
[0m PPV[0m 0.4783
[0m NPV[0m 0.3846
[0m F1[0m 0.3793
[0m Accuracy[0m 0.4194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:58:16[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:58:16[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:58:16[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:58:17[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:58:17[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.64[39m[90m; User: [39m[90m8.13[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 05:58:17[1m FUN[22m] [39mRunning grid line #33 of 40...
[90m[2020-06-29 05:58:17[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:58:18[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:58:18[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 1
[36m[1m 0[22m[39m 29 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1714
[0m Specificity[0m 0.9630
[0mBalanced Accuracy[0m 0.5672
[0m PPV[0m 0.8571
[0m NPV[0m 0.4727
[0m F1[0m 0.2857
[0m Accuracy[0m 0.5161
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 3 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.4000
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:58:22[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:58:22[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:58:22[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:58:22[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:58:23[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m5.73[39m[90m; User: [39m[90m8.01[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 05:58:23[1m FUN[22m] [39mRunning grid line #34 of 40...
[90m[2020-06-29 05:58:23[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:58:23[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:58:24[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 18 23
[36m[1m 0[22m[39m 17 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5143
[0m Specificity[0m 0.1481
[0mBalanced Accuracy[0m 0.3312
[0m PPV[0m 0.4390
[0m NPV[0m 0.1905
[0m F1[0m 0.4737
[0m Accuracy[0m 0.3548
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.4167
[0m PPV[0m 0.5000
[0m NPV[0m 0.3333
[0m F1[0m 0.5000
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:58:27[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:58:27[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:58:27[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:58:28[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:58:28[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.64[39m[90m; User: [39m[90m6.10[39m[90m; System: [39m[90m0.27[39m[90m)[39m
[90m[2020-06-29 05:58:28[1m FUN[22m] [39mRunning grid line #35 of 40...
[90m[2020-06-29 05:58:28[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:58:28[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:58:28[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 10
[36m[1m 0[22m[39m 24 17
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3143
[0m Specificity[0m 0.6296
[0mBalanced Accuracy[0m 0.4720
[0m PPV[0m 0.5238
[0m NPV[0m 0.4146
[0m F1[0m 0.3929
[0m Accuracy[0m 0.4516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:58:32[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:58:33[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:58:33[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:58:33[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:58:34[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.39[39m[90m; User: [39m[90m9.24[39m[90m; System: [39m[90m0.40[39m[90m)[39m
[90m[2020-06-29 05:58:35[1m FUN[22m] [39mRunning grid line #36 of 40...
[90m[2020-06-29 05:58:35[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:58:35[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 05:58:35[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 14 22
[36m[1m 0[22m[39m 22 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3889
[0m Specificity[0m 0.1852
[0mBalanced Accuracy[0m 0.2870
[0m PPV[0m 0.3889
[0m NPV[0m 0.1852
[0m F1[0m 0.3889
[0m Accuracy[0m 0.3016
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.3333
[0m PPV[0m 0.3333
[0m NPV[0m 0.3333
[0m F1[0m 0.3333
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:58:38[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:58:38[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:58:38[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:58:39[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:58:39[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.41[39m[90m; User: [39m[90m5.84[39m[90m; System: [39m[90m0.47[39m[90m)[39m
[90m[2020-06-29 05:58:39[1m FUN[22m] [39mRunning grid line #37 of 40...
[90m[2020-06-29 05:58:39[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:58:39[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:58:40[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 7 16
[36m[1m 0[22m[39m 28 11
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2000
[0m Specificity[0m 0.4074
[0mBalanced Accuracy[0m 0.3037
[0m PPV[0m 0.3043
[0m NPV[0m 0.2821
[0m F1[0m 0.2414
[0m Accuracy[0m 0.2903
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.4167
[0m PPV[0m 0.5000
[0m NPV[0m 0.3333
[0m F1[0m 0.5000
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:58:43[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:58:43[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:58:43[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:58:44[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:58:44[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.98[39m[90m; User: [39m[90m6.71[39m[90m; System: [39m[90m0.31[39m[90m)[39m
[90m[2020-06-29 05:58:44[1m FUN[22m] [39mRunning grid line #38 of 40...
[90m[2020-06-29 05:58:44[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:58:44[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:58:45[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 3
[36m[1m 0[22m[39m 31 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1143
[0m Specificity[0m 0.8889
[0mBalanced Accuracy[0m 0.5016
[0m PPV[0m 0.5714
[0m NPV[0m 0.4364
[0m F1[0m 0.1905
[0m Accuracy[0m 0.4516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 3 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.4000
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:58:49[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:58:49[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:58:49[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:58:50[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:58:52[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.24[39m[90m; User: [39m[90m10.89[39m[90m; System: [39m[90m0.45[39m[90m)[39m
[90m[2020-06-29 05:58:52[1m FUN[22m] [39mRunning grid line #39 of 40...
[90m[2020-06-29 05:58:52[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:58:52[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:58:52[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 21 17
[36m[1m 0[22m[39m 14 10
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6000
[0m Specificity[0m 0.3704
[0mBalanced Accuracy[0m 0.4852
[0m PPV[0m 0.5526
[0m NPV[0m 0.4167
[0m F1[0m 0.5753
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 3
[36m[1m 0[22m[39m 2 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.2500
[0m PPV[0m 0.4000
[0m NPV[0m 0.0000
[0m F1[0m 0.4444
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:58:56[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:58:56[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:58:56[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:58:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:58:57[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m5.72[39m[90m; User: [39m[90m7.97[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 05:58:57[1m FUN[22m] [39mRunning grid line #40 of 40...
[90m[2020-06-29 05:58:58[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:58:58[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:58:58[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 17 23
[36m[1m 0[22m[39m 18 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4857
[0m Specificity[0m 0.1481
[0mBalanced Accuracy[0m 0.3169
[0m PPV[0m 0.4250
[0m NPV[0m 0.1818
[0m F1[0m 0.4533
[0m Accuracy[0m 0.3387
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5417
[0m PPV[0m 0.6000
[0m NPV[0m 0.5000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:59:01[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:59:02[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:59:02[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:59:03[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:59:04[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6[39m[90m; User: [39m[90m8.74[39m[90m; System: [39m[90m0.32[39m[90m)[39m
[90m[2020-06-29 05:59:19[1m FUN[22m] [39mRunning grid line #1 of 40...
[90m[2020-06-29 05:59:19[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:59:19[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 05:59:19[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 1
[36m[1m 0[22m[39m 4 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8857
[0m Specificity[0m 0.9630
[0mBalanced Accuracy[0m 0.9243
[0m PPV[0m 0.9688
[0m NPV[0m 0.8667
[0m F1[0m 0.9254
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 2
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:59:25[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:59:26[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:59:26[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:59:30[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:59:33[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.24[39m[90m minutes ([39m[90mReal: [39m[90m14.47[39m[90m; User: [39m[90m23.75[39m[90m; System: [39m[90m0.98[39m[90m)[39m
[90m[2020-06-29 05:59:33[1m FUN[22m] [39mRunning grid line #2 of 40...
[90m[2020-06-29 05:59:33[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:59:33[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:59:34[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 27 1
[36m[1m 0[22m[39m 8 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7714
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.8679
[0m PPV[0m 0.9643
[0m NPV[0m 0.7714
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:59:38[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:59:39[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:59:39[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:59:42[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:59:43[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.83[39m[90m; User: [39m[90m15.14[39m[90m; System: [39m[90m0.74[39m[90m)[39m
[90m[2020-06-29 05:59:43[1m FUN[22m] [39mRunning grid line #3 of 40...
[90m[2020-06-29 05:59:43[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:59:43[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:59:44[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 3
[36m[1m 0[22m[39m 4 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8857
[0m Specificity[0m 0.8929
[0mBalanced Accuracy[0m 0.8893
[0m PPV[0m 0.9118
[0m NPV[0m 0.8621
[0m F1[0m 0.8986
[0m Accuracy[0m 0.8889
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 05:59:49[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 05:59:50[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 05:59:50[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 05:59:54[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 05:59:56[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.71[39m[90m; User: [39m[90m20.28[39m[90m; System: [39m[90m0.62[39m[90m)[39m
[90m[2020-06-29 05:59:56[1m FUN[22m] [39mRunning grid line #4 of 40...
[90m[2020-06-29 05:59:56[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 05:59:56[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 05:59:56[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 7
[36m[1m 0[22m[39m 2 21
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9429
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8464
[0m PPV[0m 0.8250
[0m NPV[0m 0.9130
[0m F1[0m 0.8800
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:00:06[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:00:07[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:00:08[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:01:14[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:01:27[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m1.51[39m[90m minutes ([39m[90mReal: [39m[90m90.35[39m[90m; User: [39m[90m167.75[39m[90m; System: [39m[90m5.70[39m[90m)[39m
[90m[2020-06-29 06:01:27[1m FUN[22m] [39mRunning grid line #5 of 40...
[90m[2020-06-29 06:01:27[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:01:27[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:01:27[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 1
[36m[1m 0[22m[39m 5 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8571
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.9107
[0m PPV[0m 0.9677
[0m NPV[0m 0.8438
[0m F1[0m 0.9091
[0m Accuracy[0m 0.9048
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 3 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.4583
[0m PPV[0m 0.5000
[0m NPV[0m 0.4000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:01:33[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:01:34[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:01:34[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:01:38[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:01:41[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.24[39m[90m minutes ([39m[90mReal: [39m[90m14.30[39m[90m; User: [39m[90m23.77[39m[90m; System: [39m[90m0.95[39m[90m)[39m
[90m[2020-06-29 06:01:41[1m FUN[22m] [39mRunning grid line #6 of 40...
[90m[2020-06-29 06:01:41[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:01:41[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:01:41[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 2
[36m[1m 0[22m[39m 7 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8056
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.8671
[0m PPV[0m 0.9355
[0m NPV[0m 0.7879
[0m F1[0m 0.8657
[0m Accuracy[0m 0.8594
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:01:46[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:01:47[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:01:47[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:01:50[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:01:52[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.61[39m[90m; User: [39m[90m17.12[39m[90m; System: [39m[90m0.82[39m[90m)[39m
[90m[2020-06-29 06:01:52[1m FUN[22m] [39mRunning grid line #7 of 40...
[90m[2020-06-29 06:01:52[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:01:52[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:01:52[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 2
[36m[1m 0[22m[39m 3 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9143
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9214
[0m PPV[0m 0.9412
[0m NPV[0m 0.8966
[0m F1[0m 0.9275
[0m Accuracy[0m 0.9206
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:01:57[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:01:58[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:01:58[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:02:00[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:02:02[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.09[39m[90m; User: [39m[90m15.78[39m[90m; System: [39m[90m0.71[39m[90m)[39m
[90m[2020-06-29 06:02:02[1m FUN[22m] [39mRunning grid line #8 of 40...
[90m[2020-06-29 06:02:02[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:02:02[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:02:02[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 6
[36m[1m 0[22m[39m 2 22
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9429
[0m Specificity[0m 0.7857
[0mBalanced Accuracy[0m 0.8643
[0m PPV[0m 0.8462
[0m NPV[0m 0.9167
[0m F1[0m 0.8919
[0m Accuracy[0m 0.8730
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5417
[0m PPV[0m 0.6000
[0m NPV[0m 0.5000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:02:07[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:02:07[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:02:07[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:02:10[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:02:11[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.78[39m[90m; User: [39m[90m13.83[39m[90m; System: [39m[90m0.71[39m[90m)[39m
[90m[2020-06-29 06:02:11[1m FUN[22m] [39mRunning grid line #9 of 40...
[90m[2020-06-29 06:02:11[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:02:11[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:02:11[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 5
[36m[1m 0[22m[39m 3 23
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9143
[0m Specificity[0m 0.8214
[0mBalanced Accuracy[0m 0.8679
[0m PPV[0m 0.8649
[0m NPV[0m 0.8846
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8730
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5417
[0m PPV[0m 0.6000
[0m NPV[0m 0.5000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:02:18[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:02:19[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:02:20[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:02:25[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:02:28[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.29[39m[90m minutes ([39m[90mReal: [39m[90m17.40[39m[90m; User: [39m[90m27.47[39m[90m; System: [39m[90m1.08[39m[90m)[39m
[90m[2020-06-29 06:02:28[1m FUN[22m] [39mRunning grid line #10 of 40...
[90m[2020-06-29 06:02:28[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:02:29[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:02:29[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 7
[36m[1m 0[22m[39m 3 21
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9143
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8321
[0m PPV[0m 0.8205
[0m NPV[0m 0.8750
[0m F1[0m 0.8649
[0m Accuracy[0m 0.8413
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:02:37[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:02:39[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:02:39[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:03:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:03:15[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.78[39m[90m minutes ([39m[90mReal: [39m[90m46.53[39m[90m; User: [39m[90m83.72[39m[90m; System: [39m[90m2.86[39m[90m)[39m
[90m[2020-06-29 06:03:15[1m FUN[22m] [39mRunning grid line #11 of 40...
[90m[2020-06-29 06:03:15[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:03:15[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:03:16[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 1
[36m[1m 0[22m[39m 7 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 0.9630
[0mBalanced Accuracy[0m 0.8815
[0m PPV[0m 0.9655
[0m NPV[0m 0.7879
[0m F1[0m 0.8750
[0m Accuracy[0m 0.8710
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 0.6000
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:03:23[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:03:24[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:03:24[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:03:28[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:03:32[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.28[39m[90m minutes ([39m[90mReal: [39m[90m16.51[39m[90m; User: [39m[90m27.32[39m[90m; System: [39m[90m0.93[39m[90m)[39m
[90m[2020-06-29 06:03:32[1m FUN[22m] [39mRunning grid line #12 of 40...
[90m[2020-06-29 06:03:32[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:03:32[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:03:32[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 1
[36m[1m 0[22m[39m 3 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9143
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.9393
[0m PPV[0m 0.9697
[0m NPV[0m 0.9000
[0m F1[0m 0.9412
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:03:39[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:03:40[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:03:40[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:03:43[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:03:46[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.23[39m[90m minutes ([39m[90mReal: [39m[90m13.70[39m[90m; User: [39m[90m22.39[39m[90m; System: [39m[90m0.76[39m[90m)[39m
[90m[2020-06-29 06:03:46[1m FUN[22m] [39mRunning grid line #13 of 40...
[90m[2020-06-29 06:03:46[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:03:46[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:03:46[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 3
[36m[1m 0[22m[39m 2 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9429
[0m Specificity[0m 0.8929
[0mBalanced Accuracy[0m 0.9179
[0m PPV[0m 0.9167
[0m NPV[0m 0.9259
[0m F1[0m 0.9296
[0m Accuracy[0m 0.9206
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:03:53[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:03:54[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:03:54[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:03:59[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:04:02[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.27[39m[90m minutes ([39m[90mReal: [39m[90m16.44[39m[90m; User: [39m[90m27.92[39m[90m; System: [39m[90m0.84[39m[90m)[39m
[90m[2020-06-29 06:04:02[1m FUN[22m] [39mRunning grid line #14 of 40...
[90m[2020-06-29 06:04:02[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:04:02[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:04:03[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 2
[36m[1m 0[22m[39m 2 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9429
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9357
[0m PPV[0m 0.9429
[0m NPV[0m 0.9286
[0m F1[0m 0.9429
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:04:09[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:04:10[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:04:10[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:04:15[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:04:17[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.25[39m[90m minutes ([39m[90mReal: [39m[90m15.02[39m[90m; User: [39m[90m25.22[39m[90m; System: [39m[90m1[39m[90m)[39m
[90m[2020-06-29 06:04:17[1m FUN[22m] [39mRunning grid line #15 of 40...
[90m[2020-06-29 06:04:17[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:04:17[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:04:18[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 1
[36m[1m 0[22m[39m 2 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9429
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.9536
[0m PPV[0m 0.9706
[0m NPV[0m 0.9310
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 3 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.4583
[0m PPV[0m 0.5000
[0m NPV[0m 0.4000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:04:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:04:25[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:04:25[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:04:29[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:04:32[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.25[39m[90m minutes ([39m[90mReal: [39m[90m14.92[39m[90m; User: [39m[90m24.98[39m[90m; System: [39m[90m0.95[39m[90m)[39m
[90m[2020-06-29 06:04:32[1m FUN[22m] [39mRunning grid line #16 of 40...
[90m[2020-06-29 06:04:32[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:04:32[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:04:33[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 2
[36m[1m 0[22m[39m 3 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9226
[0m PPV[0m 0.9429
[0m NPV[0m 0.8966
[0m F1[0m 0.9296
[0m Accuracy[0m 0.9219
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6000
[0m NPV[0m 1.0000
[0m F1[0m 0.7500
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:04:39[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:04:41[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:04:41[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:04:45[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:04:49[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.27[39m[90m minutes ([39m[90mReal: [39m[90m16.10[39m[90m; User: [39m[90m27.20[39m[90m; System: [39m[90m0.94[39m[90m)[39m
[90m[2020-06-29 06:04:49[1m FUN[22m] [39mRunning grid line #17 of 40...
[90m[2020-06-29 06:04:49[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:04:49[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:04:49[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 2
[36m[1m 0[22m[39m 2 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9429
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9357
[0m PPV[0m 0.9429
[0m NPV[0m 0.9286
[0m F1[0m 0.9429
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:04:55[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:04:56[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:04:56[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:04:59[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:05:02[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.22[39m[90m minutes ([39m[90mReal: [39m[90m13.21[39m[90m; User: [39m[90m21.97[39m[90m; System: [39m[90m0.83[39m[90m)[39m
[90m[2020-06-29 06:05:02[1m FUN[22m] [39mRunning grid line #18 of 40...
[90m[2020-06-29 06:05:02[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:05:02[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:05:02[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 35 2
[36m[1m 0[22m[39m 0 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9643
[0m PPV[0m 0.9459
[0m NPV[0m 1.0000
[0m F1[0m 0.9722
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:05:09[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:05:11[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:05:11[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:05:16[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:05:19[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.28[39m[90m minutes ([39m[90mReal: [39m[90m17.05[39m[90m; User: [39m[90m29.06[39m[90m; System: [39m[90m1.05[39m[90m)[39m
[90m[2020-06-29 06:05:19[1m FUN[22m] [39mRunning grid line #19 of 40...
[90m[2020-06-29 06:05:19[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:05:19[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:05:19[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 2
[36m[1m 0[22m[39m 2 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9429
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9357
[0m PPV[0m 0.9429
[0m NPV[0m 0.9286
[0m F1[0m 0.9429
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:05:27[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:05:28[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:05:28[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:05:33[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:05:38[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.31[39m[90m minutes ([39m[90mReal: [39m[90m18.67[39m[90m; User: [39m[90m31.50[39m[90m; System: [39m[90m0.97[39m[90m)[39m
[90m[2020-06-29 06:05:38[1m FUN[22m] [39mRunning grid line #20 of 40...
[90m[2020-06-29 06:05:38[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:05:38[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:05:38[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 35 3
[36m[1m 0[22m[39m 0 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8929
[0mBalanced Accuracy[0m 0.9464
[0m PPV[0m 0.9211
[0m NPV[0m 1.0000
[0m F1[0m 0.9589
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:05:46[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:05:48[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:05:48[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:05:53[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:05:57[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.32[39m[90m minutes ([39m[90mReal: [39m[90m19[39m[90m; User: [39m[90m32.89[39m[90m; System: [39m[90m1.03[39m[90m)[39m
[90m[2020-06-29 06:05:57[1m FUN[22m] [39mRunning grid line #21 of 40...
[90m[2020-06-29 06:05:57[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:05:57[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:05:57[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 0
[36m[1m 0[22m[39m 1 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9857
[0m PPV[0m 1.0000
[0m NPV[0m 0.9643
[0m F1[0m 0.9855
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:06:04[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:06:05[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:06:05[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:06:09[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:06:11[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.24[39m[90m minutes ([39m[90mReal: [39m[90m14.43[39m[90m; User: [39m[90m22.73[39m[90m; System: [39m[90m0.80[39m[90m)[39m
[90m[2020-06-29 06:06:12[1m FUN[22m] [39mRunning grid line #22 of 40...
[90m[2020-06-29 06:06:12[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:06:12[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:06:12[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 1
[36m[1m 0[22m[39m 1 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.9679
[0m PPV[0m 0.9714
[0m NPV[0m 0.9643
[0m F1[0m 0.9714
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:06:18[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:06:19[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:06:19[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:06:22[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:06:25[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.22[39m[90m minutes ([39m[90mReal: [39m[90m13.19[39m[90m; User: [39m[90m21.82[39m[90m; System: [39m[90m0.66[39m[90m)[39m
[90m[2020-06-29 06:06:25[1m FUN[22m] [39mRunning grid line #23 of 40...
[90m[2020-06-29 06:06:25[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:06:25[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:06:25[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 1
[36m[1m 0[22m[39m 2 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9429
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.9536
[0m PPV[0m 0.9706
[0m NPV[0m 0.9310
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:06:32[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:06:34[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:06:34[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:06:37[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:06:40[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.25[39m[90m minutes ([39m[90mReal: [39m[90m15.05[39m[90m; User: [39m[90m24.91[39m[90m; System: [39m[90m0.89[39m[90m)[39m
[90m[2020-06-29 06:06:40[1m FUN[22m] [39mRunning grid line #24 of 40...
[90m[2020-06-29 06:06:40[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:06:40[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:06:40[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 2
[36m[1m 0[22m[39m 2 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9429
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9357
[0m PPV[0m 0.9429
[0m NPV[0m 0.9286
[0m F1[0m 0.9429
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:06:45[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:06:46[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:06:46[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:06:48[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:06:50[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.49[39m[90m; User: [39m[90m15.12[39m[90m; System: [39m[90m0.54[39m[90m)[39m
[90m[2020-06-29 06:06:50[1m FUN[22m] [39mRunning grid line #25 of 40...
[90m[2020-06-29 06:06:50[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:06:50[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:06:50[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 35 2
[36m[1m 0[22m[39m 0 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9643
[0m PPV[0m 0.9459
[0m NPV[0m 1.0000
[0m F1[0m 0.9722
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.6000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:06:55[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:06:56[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:06:56[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:06:58[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:07:00[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.86[39m[90m; User: [39m[90m15.77[39m[90m; System: [39m[90m0.46[39m[90m)[39m
[90m[2020-06-29 06:07:00[1m FUN[22m] [39mRunning grid line #26 of 40...
[90m[2020-06-29 06:07:00[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:07:00[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:07:00[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 35 3
[36m[1m 0[22m[39m 1 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9722
[0m Specificity[0m 0.8929
[0mBalanced Accuracy[0m 0.9325
[0m PPV[0m 0.9211
[0m NPV[0m 0.9615
[0m F1[0m 0.9459
[0m Accuracy[0m 0.9375
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.4000
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:07:05[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:07:06[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:07:06[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:07:09[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:07:11[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m11.06[39m[90m; User: [39m[90m18.01[39m[90m; System: [39m[90m0.51[39m[90m)[39m
[90m[2020-06-29 06:07:11[1m FUN[22m] [39mRunning grid line #27 of 40...
[90m[2020-06-29 06:07:11[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:07:11[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:07:11[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 35 1
[36m[1m 0[22m[39m 0 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.9821
[0m PPV[0m 0.9722
[0m NPV[0m 1.0000
[0m F1[0m 0.9859
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:07:17[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:07:18[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:07:18[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:07:20[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:07:23[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.65[39m[90m; User: [39m[90m19.16[39m[90m; System: [39m[90m0.62[39m[90m)[39m
[90m[2020-06-29 06:07:23[1m FUN[22m] [39mRunning grid line #28 of 40...
[90m[2020-06-29 06:07:23[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:07:23[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:07:23[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 35 2
[36m[1m 0[22m[39m 0 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9643
[0m PPV[0m 0.9459
[0m NPV[0m 1.0000
[0m F1[0m 0.9722
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:07:29[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:07:30[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:07:30[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:07:32[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:07:35[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m11.97[39m[90m; User: [39m[90m19.48[39m[90m; System: [39m[90m0.69[39m[90m)[39m
[90m[2020-06-29 06:07:35[1m FUN[22m] [39mRunning grid line #29 of 40...
[90m[2020-06-29 06:07:35[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:07:35[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:07:35[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 1
[36m[1m 0[22m[39m 7 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.8821
[0m PPV[0m 0.9655
[0m NPV[0m 0.7941
[0m F1[0m 0.8750
[0m Accuracy[0m 0.8730
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.6000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:07:40[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:07:41[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:07:41[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:07:43[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:07:44[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.47[39m[90m; User: [39m[90m14.31[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 06:07:44[1m FUN[22m] [39mRunning grid line #30 of 40...
[90m[2020-06-29 06:07:44[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:07:44[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:07:45[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 5
[36m[1m 0[22m[39m 1 23
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.8214
[0mBalanced Accuracy[0m 0.8964
[0m PPV[0m 0.8718
[0m NPV[0m 0.9583
[0m F1[0m 0.9189
[0m Accuracy[0m 0.9048
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:07:50[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:07:50[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:07:50[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:07:52[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:07:54[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.57[39m[90m; User: [39m[90m15.06[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 06:07:54[1m FUN[22m] [39mRunning grid line #31 of 40...
[90m[2020-06-29 06:07:54[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:07:54[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:07:54[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 4
[36m[1m 0[22m[39m 24 23
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3143
[0m Specificity[0m 0.8519
[0mBalanced Accuracy[0m 0.5831
[0m PPV[0m 0.7333
[0m NPV[0m 0.4894
[0m F1[0m 0.4400
[0m Accuracy[0m 0.5484
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 2 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:07:58[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:07:59[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:07:59[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:07:59[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:08:00[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6.23[39m[90m; User: [39m[90m9.09[39m[90m; System: [39m[90m0.55[39m[90m)[39m
[90m[2020-06-29 06:08:00[1m FUN[22m] [39mRunning grid line #32 of 40...
[90m[2020-06-29 06:08:00[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:08:00[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:08:01[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 14
[36m[1m 0[22m[39m 25 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2857
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.3929
[0m PPV[0m 0.4167
[0m NPV[0m 0.3590
[0m F1[0m 0.3390
[0m Accuracy[0m 0.3810
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 3 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.4583
[0m PPV[0m 0.5000
[0m NPV[0m 0.4000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:08:05[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:08:06[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:08:06[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:08:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:08:08[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.47[39m[90m; User: [39m[90m11.03[39m[90m; System: [39m[90m0.56[39m[90m)[39m
[90m[2020-06-29 06:08:08[1m FUN[22m] [39mRunning grid line #33 of 40...
[90m[2020-06-29 06:08:08[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:08:08[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:08:08[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 19
[36m[1m 0[22m[39m 23 9
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3429
[0m Specificity[0m 0.3214
[0mBalanced Accuracy[0m 0.3321
[0m PPV[0m 0.3871
[0m NPV[0m 0.2812
[0m F1[0m 0.3636
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.4167
[0m PPV[0m 0.5000
[0m NPV[0m 0.3333
[0m F1[0m 0.5000
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:08:13[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:08:14[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:08:14[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:08:15[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:08:16[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.14[39m[90m; User: [39m[90m10.39[39m[90m; System: [39m[90m0.45[39m[90m)[39m
[90m[2020-06-29 06:08:16[1m FUN[22m] [39mRunning grid line #34 of 40...
[90m[2020-06-29 06:08:16[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:08:16[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:08:17[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 3
[36m[1m 0[22m[39m 23 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3429
[0m Specificity[0m 0.8929
[0mBalanced Accuracy[0m 0.6179
[0m PPV[0m 0.8000
[0m NPV[0m 0.5208
[0m F1[0m 0.4800
[0m Accuracy[0m 0.5873
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 3 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.4583
[0m PPV[0m 0.5000
[0m NPV[0m 0.4000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:08:20[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:08:21[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:08:21[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:08:21[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:08:22[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6.02[39m[90m; User: [39m[90m8[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 06:08:22[1m FUN[22m] [39mRunning grid line #35 of 40...
[90m[2020-06-29 06:08:22[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:08:23[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:08:23[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 18 12
[36m[1m 0[22m[39m 17 16
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5143
[0m Specificity[0m 0.5714
[0mBalanced Accuracy[0m 0.5429
[0m PPV[0m 0.6000
[0m NPV[0m 0.4848
[0m F1[0m 0.5538
[0m Accuracy[0m 0.5397
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 3 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.4583
[0m PPV[0m 0.5000
[0m NPV[0m 0.4000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:08:28[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:08:28[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:08:28[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:08:30[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:08:32[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.05[39m[90m; User: [39m[90m13.72[39m[90m; System: [39m[90m0.75[39m[90m)[39m
[90m[2020-06-29 06:08:32[1m FUN[22m] [39mRunning grid line #36 of 40...
[90m[2020-06-29 06:08:32[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:08:32[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:08:32[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 8 7
[36m[1m 0[22m[39m 28 21
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2222
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.4861
[0m PPV[0m 0.5333
[0m NPV[0m 0.4286
[0m F1[0m 0.3137
[0m Accuracy[0m 0.4531
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 3 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.5000
[0m F1[0m NA
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:08:37[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:08:38[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:08:38[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:08:39[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:08:41[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.96[39m[90m; User: [39m[90m13.42[39m[90m; System: [39m[90m0.40[39m[90m)[39m
[90m[2020-06-29 06:08:41[1m FUN[22m] [39mRunning grid line #37 of 40...
[90m[2020-06-29 06:08:41[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:08:41[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:08:41[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 16 19
[36m[1m 0[22m[39m 19 9
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4571
[0m Specificity[0m 0.3214
[0mBalanced Accuracy[0m 0.3893
[0m PPV[0m 0.4571
[0m NPV[0m 0.3214
[0m F1[0m 0.4571
[0m Accuracy[0m 0.3968
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:08:46[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:08:46[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:08:46[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:08:47[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:08:50[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.89[39m[90m; User: [39m[90m13.40[39m[90m; System: [39m[90m0.71[39m[90m)[39m
[90m[2020-06-29 06:08:50[1m FUN[22m] [39mRunning grid line #38 of 40...
[90m[2020-06-29 06:08:50[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:08:50[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:08:50[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 20 7
[36m[1m 0[22m[39m 15 21
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5714
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.6607
[0m PPV[0m 0.7407
[0m NPV[0m 0.5833
[0m F1[0m 0.6452
[0m Accuracy[0m 0.6508
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 3 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.4000
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:08:54[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:08:54[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:08:54[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:08:55[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:08:56[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6.15[39m[90m; User: [39m[90m8.75[39m[90m; System: [39m[90m0.68[39m[90m)[39m
[90m[2020-06-29 06:08:56[1m FUN[22m] [39mRunning grid line #39 of 40...
[90m[2020-06-29 06:08:56[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:08:56[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:08:56[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 7 8
[36m[1m 0[22m[39m 28 20
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2000
[0m Specificity[0m 0.7143
[0mBalanced Accuracy[0m 0.4571
[0m PPV[0m 0.4667
[0m NPV[0m 0.4167
[0m F1[0m 0.2800
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:09:00[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:09:01[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:09:01[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:09:02[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:09:03[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.08[39m[90m; User: [39m[90m10.42[39m[90m; System: [39m[90m0.47[39m[90m)[39m
[90m[2020-06-29 06:09:03[1m FUN[22m] [39mRunning grid line #40 of 40...
[90m[2020-06-29 06:09:03[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:09:03[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:09:04[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 15 8
[36m[1m 0[22m[39m 20 20
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4286
[0m Specificity[0m 0.7143
[0mBalanced Accuracy[0m 0.5714
[0m PPV[0m 0.6522
[0m NPV[0m 0.5000
[0m F1[0m 0.5172
[0m Accuracy[0m 0.5556
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 3 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.4000
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:09:08[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:09:09[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:09:09[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:09:10[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:09:11[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.30[39m[90m; User: [39m[90m10.23[39m[90m; System: [39m[90m0.63[39m[90m)[39m
[90m[2020-06-29 06:09:19[1m FUN[22m] [39mRunning grid line #1 of 40...
[90m[2020-06-29 06:09:19[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:09:19[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:09:19[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 6
[36m[1m 0[22m[39m 1 21
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.7778
[0mBalanced Accuracy[0m 0.8746
[0m PPV[0m 0.8500
[0m NPV[0m 0.9545
[0m F1[0m 0.9067
[0m Accuracy[0m 0.8871
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 2
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:09:28[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:09:30[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:09:30[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:10:36[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:10:49[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m1.49[39m[90m minutes ([39m[90mReal: [39m[90m89.67[39m[90m; User: [39m[90m166.70[39m[90m; System: [39m[90m5.87[39m[90m)[39m
[90m[2020-06-29 06:10:49[1m FUN[22m] [39mRunning grid line #2 of 40...
[90m[2020-06-29 06:10:49[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:10:49[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:10:49[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 2
[36m[1m 0[22m[39m 3 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9143
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9214
[0m PPV[0m 0.9412
[0m NPV[0m 0.8966
[0m F1[0m 0.9275
[0m Accuracy[0m 0.9206
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:10:54[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:10:55[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:10:55[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:10:58[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:11:00[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.19[39m[90m; User: [39m[90m17.92[39m[90m; System: [39m[90m0.78[39m[90m)[39m
[90m[2020-06-29 06:11:00[1m FUN[22m] [39mRunning grid line #3 of 40...
[90m[2020-06-29 06:11:00[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:11:00[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:11:01[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 1
[36m[1m 0[22m[39m 2 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9429
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.9536
[0m PPV[0m 0.9706
[0m NPV[0m 0.9310
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:11:06[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:11:07[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:11:07[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:11:11[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:11:13[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.22[39m[90m minutes ([39m[90mReal: [39m[90m13.02[39m[90m; User: [39m[90m21.48[39m[90m; System: [39m[90m0.85[39m[90m)[39m
[90m[2020-06-29 06:11:13[1m FUN[22m] [39mRunning grid line #4 of 40...
[90m[2020-06-29 06:11:13[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:11:13[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:11:14[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 1
[36m[1m 0[22m[39m 3 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9143
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.9393
[0m PPV[0m 0.9697
[0m NPV[0m 0.9000
[0m F1[0m 0.9412
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:11:18[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:11:19[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:11:19[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:11:22[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:11:23[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.12[39m[90m; User: [39m[90m16.30[39m[90m; System: [39m[90m0.49[39m[90m)[39m
[90m[2020-06-29 06:11:24[1m FUN[22m] [39mRunning grid line #5 of 40...
[90m[2020-06-29 06:11:24[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:11:24[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:11:24[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 1
[36m[1m 0[22m[39m 7 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.8821
[0m PPV[0m 0.9655
[0m NPV[0m 0.7941
[0m F1[0m 0.8750
[0m Accuracy[0m 0.8730
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 3 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.4000
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:11:30[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:11:31[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:11:31[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:11:35[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:11:37[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.23[39m[90m minutes ([39m[90mReal: [39m[90m13.66[39m[90m; User: [39m[90m22.86[39m[90m; System: [39m[90m0.64[39m[90m)[39m
[90m[2020-06-29 06:11:37[1m FUN[22m] [39mRunning grid line #6 of 40...
[90m[2020-06-29 06:11:37[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:11:37[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:11:38[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 2
[36m[1m 0[22m[39m 2 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9444
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9365
[0m PPV[0m 0.9444
[0m NPV[0m 0.9286
[0m F1[0m 0.9444
[0m Accuracy[0m 0.9375
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6667
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:11:43[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:11:44[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:11:44[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:11:48[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:11:50[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.53[39m[90m; User: [39m[90m20.42[39m[90m; System: [39m[90m0.73[39m[90m)[39m
[90m[2020-06-29 06:11:50[1m FUN[22m] [39mRunning grid line #7 of 40...
[90m[2020-06-29 06:11:50[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:11:50[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:11:50[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 27 1
[36m[1m 0[22m[39m 8 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7714
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.8679
[0m PPV[0m 0.9643
[0m NPV[0m 0.7714
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:11:56[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:11:57[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:11:57[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:12:01[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:12:03[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.22[39m[90m minutes ([39m[90mReal: [39m[90m13.14[39m[90m; User: [39m[90m20.97[39m[90m; System: [39m[90m0.82[39m[90m)[39m
[90m[2020-06-29 06:12:03[1m FUN[22m] [39mRunning grid line #8 of 40...
[90m[2020-06-29 06:12:03[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:12:03[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:12:04[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 2
[36m[1m 0[22m[39m 5 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8571
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.8929
[0m PPV[0m 0.9375
[0m NPV[0m 0.8387
[0m F1[0m 0.8955
[0m Accuracy[0m 0.8889
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:12:09[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:12:09[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:12:10[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:12:12[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:12:14[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m11.02[39m[90m; User: [39m[90m18[39m[90m; System: [39m[90m0.56[39m[90m)[39m
[90m[2020-06-29 06:12:14[1m FUN[22m] [39mRunning grid line #9 of 40...
[90m[2020-06-29 06:12:14[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:12:15[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:12:15[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 0
[36m[1m 0[22m[39m 7 28
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.8000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8889
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:12:20[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:12:21[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:12:21[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:12:24[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:12:25[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.96[39m[90m; User: [39m[90m17.65[39m[90m; System: [39m[90m0.71[39m[90m)[39m
[90m[2020-06-29 06:12:25[1m FUN[22m] [39mRunning grid line #10 of 40...
[90m[2020-06-29 06:12:26[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:12:26[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:12:26[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 0
[36m[1m 0[22m[39m 5 28
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8571
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9286
[0m PPV[0m 1.0000
[0m NPV[0m 0.8485
[0m F1[0m 0.9231
[0m Accuracy[0m 0.9206
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:12:31[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:12:32[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:12:32[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:12:36[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:12:38[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m12.22[39m[90m; User: [39m[90m20.04[39m[90m; System: [39m[90m0.86[39m[90m)[39m
[90m[2020-06-29 06:12:38[1m FUN[22m] [39mRunning grid line #11 of 40...
[90m[2020-06-29 06:12:38[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:12:38[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:12:38[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 2
[36m[1m 0[22m[39m 1 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.9259
[0mBalanced Accuracy[0m 0.9487
[0m PPV[0m 0.9444
[0m NPV[0m 0.9615
[0m F1[0m 0.9577
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:12:45[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:12:46[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:12:46[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:12:50[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:12:53[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.26[39m[90m minutes ([39m[90mReal: [39m[90m15.36[39m[90m; User: [39m[90m26.04[39m[90m; System: [39m[90m0.64[39m[90m)[39m
[90m[2020-06-29 06:12:53[1m FUN[22m] [39mRunning grid line #12 of 40...
[90m[2020-06-29 06:12:53[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:12:53[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:12:54[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 35 1
[36m[1m 0[22m[39m 0 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.9821
[0m PPV[0m 0.9722
[0m NPV[0m 1.0000
[0m F1[0m 0.9859
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:13:00[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:13:01[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:13:01[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:13:05[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:13:08[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.25[39m[90m minutes ([39m[90mReal: [39m[90m14.73[39m[90m; User: [39m[90m24.98[39m[90m; System: [39m[90m0.96[39m[90m)[39m
[90m[2020-06-29 06:13:08[1m FUN[22m] [39mRunning grid line #13 of 40...
[90m[2020-06-29 06:13:08[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:13:08[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:13:09[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 1
[36m[1m 0[22m[39m 1 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.9679
[0m PPV[0m 0.9714
[0m NPV[0m 0.9643
[0m F1[0m 0.9714
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:13:15[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:13:16[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:13:16[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:13:20[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:13:23[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.24[39m[90m minutes ([39m[90mReal: [39m[90m14.52[39m[90m; User: [39m[90m24.50[39m[90m; System: [39m[90m1.01[39m[90m)[39m
[90m[2020-06-29 06:13:23[1m FUN[22m] [39mRunning grid line #14 of 40...
[90m[2020-06-29 06:13:23[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:13:23[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:13:23[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 35 1
[36m[1m 0[22m[39m 0 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.9821
[0m PPV[0m 0.9722
[0m NPV[0m 1.0000
[0m F1[0m 0.9859
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:13:29[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:13:30[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:13:30[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:13:33[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:13:36[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.22[39m[90m minutes ([39m[90mReal: [39m[90m13.16[39m[90m; User: [39m[90m21.14[39m[90m; System: [39m[90m0.82[39m[90m)[39m
[90m[2020-06-29 06:13:36[1m FUN[22m] [39mRunning grid line #15 of 40...
[90m[2020-06-29 06:13:36[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:13:36[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:13:37[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 0
[36m[1m 0[22m[39m 4 28
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8857
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9429
[0m PPV[0m 1.0000
[0m NPV[0m 0.8750
[0m F1[0m 0.9394
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 3 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.4000
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:13:44[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:13:45[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:13:45[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:13:50[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:13:54[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.29[39m[90m minutes ([39m[90mReal: [39m[90m17.64[39m[90m; User: [39m[90m29.96[39m[90m; System: [39m[90m0.88[39m[90m)[39m
[90m[2020-06-29 06:13:54[1m FUN[22m] [39mRunning grid line #16 of 40...
[90m[2020-06-29 06:13:54[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:13:54[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:13:54[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 35 2
[36m[1m 0[22m[39m 1 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9722
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9504
[0m PPV[0m 0.9459
[0m NPV[0m 0.9630
[0m F1[0m 0.9589
[0m Accuracy[0m 0.9531
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6667
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:14:02[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:14:03[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:14:03[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:14:08[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:14:11[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.29[39m[90m minutes ([39m[90mReal: [39m[90m17.31[39m[90m; User: [39m[90m29.07[39m[90m; System: [39m[90m0.99[39m[90m)[39m
[90m[2020-06-29 06:14:11[1m FUN[22m] [39mRunning grid line #17 of 40...
[90m[2020-06-29 06:14:11[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:14:11[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:14:12[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 1
[36m[1m 0[22m[39m 2 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9429
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.9536
[0m PPV[0m 0.9706
[0m NPV[0m 0.9310
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:14:18[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:14:19[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:14:19[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:14:23[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:14:25[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.23[39m[90m minutes ([39m[90mReal: [39m[90m13.88[39m[90m; User: [39m[90m22.95[39m[90m; System: [39m[90m0.96[39m[90m)[39m
[90m[2020-06-29 06:14:25[1m FUN[22m] [39mRunning grid line #18 of 40...
[90m[2020-06-29 06:14:25[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:14:25[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:14:26[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 0
[36m[1m 0[22m[39m 2 28
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9429
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9714
[0m PPV[0m 1.0000
[0m NPV[0m 0.9333
[0m F1[0m 0.9706
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:14:32[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:14:33[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:14:33[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:14:37[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:14:40[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.25[39m[90m minutes ([39m[90mReal: [39m[90m14.72[39m[90m; User: [39m[90m24.16[39m[90m; System: [39m[90m1.06[39m[90m)[39m
[90m[2020-06-29 06:14:40[1m FUN[22m] [39mRunning grid line #19 of 40...
[90m[2020-06-29 06:14:40[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:14:40[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:14:41[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 0
[36m[1m 0[22m[39m 5 28
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8571
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9286
[0m PPV[0m 1.0000
[0m NPV[0m 0.8485
[0m F1[0m 0.9231
[0m Accuracy[0m 0.9206
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:14:47[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:14:48[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:14:48[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:14:52[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:14:55[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.24[39m[90m minutes ([39m[90mReal: [39m[90m14.62[39m[90m; User: [39m[90m24.52[39m[90m; System: [39m[90m0.68[39m[90m)[39m
[90m[2020-06-29 06:14:55[1m FUN[22m] [39mRunning grid line #20 of 40...
[90m[2020-06-29 06:14:55[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:14:55[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:14:55[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 0
[36m[1m 0[22m[39m 3 28
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9143
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9571
[0m PPV[0m 1.0000
[0m NPV[0m 0.9032
[0m F1[0m 0.9552
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:15:02[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:15:03[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:15:03[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:15:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:15:10[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.26[39m[90m minutes ([39m[90mReal: [39m[90m15.32[39m[90m; User: [39m[90m26[39m[90m; System: [39m[90m0.85[39m[90m)[39m
[90m[2020-06-29 06:15:10[1m FUN[22m] [39mRunning grid line #21 of 40...
[90m[2020-06-29 06:15:10[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:15:11[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:15:11[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 1
[36m[1m 0[22m[39m 1 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.9630
[0mBalanced Accuracy[0m 0.9672
[0m PPV[0m 0.9714
[0m NPV[0m 0.9630
[0m F1[0m 0.9714
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:15:16[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:15:17[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:15:17[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:15:19[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:15:22[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.17[39m[90m; User: [39m[90m18.25[39m[90m; System: [39m[90m0.67[39m[90m)[39m
[90m[2020-06-29 06:15:22[1m FUN[22m] [39mRunning grid line #22 of 40...
[90m[2020-06-29 06:15:22[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:15:22[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:15:22[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 1
[36m[1m 0[22m[39m 1 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.9679
[0m PPV[0m 0.9714
[0m NPV[0m 0.9643
[0m F1[0m 0.9714
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:15:28[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:15:28[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:15:28[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:15:31[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:15:33[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.90[39m[90m; User: [39m[90m17.50[39m[90m; System: [39m[90m0.61[39m[90m)[39m
[90m[2020-06-29 06:15:33[1m FUN[22m] [39mRunning grid line #23 of 40...
[90m[2020-06-29 06:15:33[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:15:33[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:15:33[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 1
[36m[1m 0[22m[39m 6 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8286
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.8964
[0m PPV[0m 0.9667
[0m NPV[0m 0.8182
[0m F1[0m 0.8923
[0m Accuracy[0m 0.8889
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:15:38[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:15:38[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:15:39[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:15:40[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:15:42[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.16[39m[90m; User: [39m[90m14.49[39m[90m; System: [39m[90m0.52[39m[90m)[39m
[90m[2020-06-29 06:15:42[1m FUN[22m] [39mRunning grid line #24 of 40...
[90m[2020-06-29 06:15:42[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:15:42[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:15:43[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 35 2
[36m[1m 0[22m[39m 0 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9643
[0m PPV[0m 0.9459
[0m NPV[0m 1.0000
[0m F1[0m 0.9722
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:15:47[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:15:48[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:15:48[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:15:50[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:15:52[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.51[39m[90m; User: [39m[90m14.87[39m[90m; System: [39m[90m0.79[39m[90m)[39m
[90m[2020-06-29 06:15:52[1m FUN[22m] [39mRunning grid line #25 of 40...
[90m[2020-06-29 06:15:52[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:15:52[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:15:52[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 0
[36m[1m 0[22m[39m 1 28
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9857
[0m PPV[0m 1.0000
[0m NPV[0m 0.9655
[0m F1[0m 0.9855
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 3 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.2917
[0m PPV[0m 0.3333
[0m NPV[0m 0.2500
[0m F1[0m 0.2857
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:15:57[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:15:58[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:15:58[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:15:59[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:16:01[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.47[39m[90m; User: [39m[90m14.82[39m[90m; System: [39m[90m0.67[39m[90m)[39m
[90m[2020-06-29 06:16:01[1m FUN[22m] [39mRunning grid line #26 of 40...
[90m[2020-06-29 06:16:01[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:16:01[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:16:02[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 36 2
[36m[1m 0[22m[39m 0 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9643
[0m PPV[0m 0.9474
[0m NPV[0m 1.0000
[0m F1[0m 0.9730
[0m Accuracy[0m 0.9688
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:16:06[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:16:07[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:16:07[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:16:09[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:16:11[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.89[39m[90m; User: [39m[90m15.56[39m[90m; System: [39m[90m0.69[39m[90m)[39m
[90m[2020-06-29 06:16:11[1m FUN[22m] [39mRunning grid line #27 of 40...
[90m[2020-06-29 06:16:11[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:16:11[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:16:12[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 1
[36m[1m 0[22m[39m 1 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.9643
[0mBalanced Accuracy[0m 0.9679
[0m PPV[0m 0.9714
[0m NPV[0m 0.9643
[0m F1[0m 0.9714
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:16:17[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:16:18[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:16:18[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:16:21[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:16:23[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.69[39m[90m; User: [39m[90m18.89[39m[90m; System: [39m[90m0.78[39m[90m)[39m
[90m[2020-06-29 06:16:23[1m FUN[22m] [39mRunning grid line #28 of 40...
[90m[2020-06-29 06:16:23[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:16:23[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:16:24[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 2
[36m[1m 0[22m[39m 2 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9429
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.9357
[0m PPV[0m 0.9429
[0m NPV[0m 0.9286
[0m F1[0m 0.9429
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5417
[0m PPV[0m 0.6000
[0m NPV[0m 0.5000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:16:28[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:16:29[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:16:29[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:16:31[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:16:33[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m9.96[39m[90m; User: [39m[90m15.86[39m[90m; System: [39m[90m0.65[39m[90m)[39m
[90m[2020-06-29 06:16:33[1m FUN[22m] [39mRunning grid line #29 of 40...
[90m[2020-06-29 06:16:33[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:16:33[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:16:34[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 0
[36m[1m 0[22m[39m 7 28
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 1.0000
[0m NPV[0m 0.8000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8889
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:16:38[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:16:39[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:16:39[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:16:40[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:16:42[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.77[39m[90m; User: [39m[90m13.80[39m[90m; System: [39m[90m0.59[39m[90m)[39m
[90m[2020-06-29 06:16:42[1m FUN[22m] [39mRunning grid line #30 of 40...
[90m[2020-06-29 06:16:42[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:16:42[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:16:43[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 0
[36m[1m 0[22m[39m 3 28
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9143
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9571
[0m PPV[0m 1.0000
[0m NPV[0m 0.9032
[0m F1[0m 0.9552
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:16:47[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:16:48[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:16:48[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:16:50[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:16:52[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.55[39m[90m; User: [39m[90m15.02[39m[90m; System: [39m[90m0.58[39m[90m)[39m
[90m[2020-06-29 06:16:52[1m FUN[22m] [39mRunning grid line #31 of 40...
[90m[2020-06-29 06:16:52[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:16:52[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:16:52[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 17 17
[36m[1m 0[22m[39m 18 10
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4857
[0m Specificity[0m 0.3704
[0mBalanced Accuracy[0m 0.4280
[0m PPV[0m 0.5000
[0m NPV[0m 0.3571
[0m F1[0m 0.4928
[0m Accuracy[0m 0.4355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.5000
[0m NPV[0m 0.5000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:16:56[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:16:57[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:16:57[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:16:58[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:16:59[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.04[39m[90m; User: [39m[90m10.69[39m[90m; System: [39m[90m0.37[39m[90m)[39m
[90m[2020-06-29 06:16:59[1m FUN[22m] [39mRunning grid line #32 of 40...
[90m[2020-06-29 06:16:59[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:16:59[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:17:00[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 15 7
[36m[1m 0[22m[39m 20 21
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4286
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.5893
[0m PPV[0m 0.6818
[0m NPV[0m 0.5122
[0m F1[0m 0.5263
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:17:04[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:17:04[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:17:04[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:17:05[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:17:06[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.53[39m[90m; User: [39m[90m9.12[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 06:17:06[1m FUN[22m] [39mRunning grid line #33 of 40...
[90m[2020-06-29 06:17:06[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:17:06[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:17:06[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 9
[36m[1m 0[22m[39m 24 19
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3143
[0m Specificity[0m 0.6786
[0mBalanced Accuracy[0m 0.4964
[0m PPV[0m 0.5500
[0m NPV[0m 0.4419
[0m F1[0m 0.4000
[0m Accuracy[0m 0.4762
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 3 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.4583
[0m PPV[0m 0.5000
[0m NPV[0m 0.4000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:17:11[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:17:11[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:17:11[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:17:12[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:17:14[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.97[39m[90m; User: [39m[90m12.21[39m[90m; System: [39m[90m0.67[39m[90m)[39m
[90m[2020-06-29 06:17:14[1m FUN[22m] [39mRunning grid line #34 of 40...
[90m[2020-06-29 06:17:14[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:17:14[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:17:14[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 15 15
[36m[1m 0[22m[39m 20 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4286
[0m Specificity[0m 0.4643
[0mBalanced Accuracy[0m 0.4464
[0m PPV[0m 0.5000
[0m NPV[0m 0.3939
[0m F1[0m 0.4615
[0m Accuracy[0m 0.4444
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 3 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.4583
[0m PPV[0m 0.5000
[0m NPV[0m 0.4000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:17:18[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:17:18[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:17:18[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:17:19[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:17:20[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m5.86[39m[90m; User: [39m[90m8.11[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 06:17:20[1m FUN[22m] [39mRunning grid line #35 of 40...
[90m[2020-06-29 06:17:20[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:17:20[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:17:20[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 2
[36m[1m 0[22m[39m 31 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1143
[0m Specificity[0m 0.9286
[0mBalanced Accuracy[0m 0.5214
[0m PPV[0m 0.6667
[0m NPV[0m 0.4561
[0m F1[0m 0.1951
[0m Accuracy[0m 0.4762
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 3 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.4000
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:17:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:17:25[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:17:25[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:17:25[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:17:25[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.18[39m[90m; User: [39m[90m5.85[39m[90m; System: [39m[90m0.32[39m[90m)[39m
[90m[2020-06-29 06:17:25[1m FUN[22m] [39mRunning grid line #36 of 40...
[90m[2020-06-29 06:17:25[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:17:25[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:17:25[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 25 16
[36m[1m 0[22m[39m 11 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6944
[0m Specificity[0m 0.4286
[0mBalanced Accuracy[0m 0.5615
[0m PPV[0m 0.6098
[0m NPV[0m 0.5217
[0m F1[0m 0.6494
[0m Accuracy[0m 0.5781
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6000
[0m NPV[0m 1.0000
[0m F1[0m 0.7500
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:17:30[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:17:30[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:17:30[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:17:31[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:17:33[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.67[39m[90m; User: [39m[90m11.77[39m[90m; System: [39m[90m0.52[39m[90m)[39m
[90m[2020-06-29 06:17:33[1m FUN[22m] [39mRunning grid line #37 of 40...
[90m[2020-06-29 06:17:33[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:17:33[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:17:33[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 21
[36m[1m 0[22m[39m 25 7
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2857
[0m Specificity[0m 0.2500
[0mBalanced Accuracy[0m 0.2679
[0m PPV[0m 0.3226
[0m NPV[0m 0.2188
[0m F1[0m 0.3030
[0m Accuracy[0m 0.2698
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 2
[36m[1m 0[22m[39m 4 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.1667
[0m PPV[0m 0.0000
[0m NPV[0m 0.2000
[0m F1[0m NA
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:17:37[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:17:37[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:17:37[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:17:37[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:17:38[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.85[39m[90m; User: [39m[90m6.14[39m[90m; System: [39m[90m0.60[39m[90m)[39m
[90m[2020-06-29 06:17:38[1m FUN[22m] [39mRunning grid line #38 of 40...
[90m[2020-06-29 06:17:38[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:17:38[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:17:38[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 21 7
[36m[1m 0[22m[39m 14 21
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6000
[0m Specificity[0m 0.7500
[0mBalanced Accuracy[0m 0.6750
[0m PPV[0m 0.7500
[0m NPV[0m 0.6000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.6000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:17:43[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:17:43[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:17:43[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:17:44[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:17:45[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.25[39m[90m; User: [39m[90m10.84[39m[90m; System: [39m[90m0.54[39m[90m)[39m
[90m[2020-06-29 06:17:45[1m FUN[22m] [39mRunning grid line #39 of 40...
[90m[2020-06-29 06:17:45[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:17:45[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:17:46[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 14 6
[36m[1m 0[22m[39m 21 22
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4000
[0m Specificity[0m 0.7857
[0mBalanced Accuracy[0m 0.5929
[0m PPV[0m 0.7000
[0m NPV[0m 0.5116
[0m F1[0m 0.5091
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:17:50[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:17:50[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:17:50[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:17:51[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:17:51[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m5.70[39m[90m; User: [39m[90m7.76[39m[90m; System: [39m[90m0.38[39m[90m)[39m
[90m[2020-06-29 06:17:51[1m FUN[22m] [39mRunning grid line #40 of 40...
[90m[2020-06-29 06:17:51[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:17:51[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:17:51[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 34 28
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0286
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5143
[0m PPV[0m 1.0000
[0m NPV[0m 0.4516
[0m F1[0m 0.0556
[0m Accuracy[0m 0.4603
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 4 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.4286
[0m F1[0m NA
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:17:55[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:17:56[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:17:56[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:17:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:17:58[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.50[39m[90m; User: [39m[90m9.20[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 06:18:09[1m FUN[22m] [39mRunning grid line #1 of 40...
[90m[2020-06-29 06:18:09[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:18:10[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:18:10[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 3
[36m[1m 0[22m[39m 1 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9706
[0m Specificity[0m 0.8889
[0mBalanced Accuracy[0m 0.9297
[0m PPV[0m 0.9167
[0m NPV[0m 0.9600
[0m F1[0m 0.9429
[0m Accuracy[0m 0.9344
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5417
[0m PPV[0m 0.6000
[0m NPV[0m 0.5000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:18:15[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:18:16[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:18:16[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:18:19[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:18:21[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.36[39m[90m; User: [39m[90m18.05[39m[90m; System: [39m[90m0.71[39m[90m)[39m
[90m[2020-06-29 06:18:21[1m FUN[22m] [39mRunning grid line #2 of 40...
[90m[2020-06-29 06:18:21[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:18:21[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:18:21[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 5
[36m[1m 0[22m[39m 3 22
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9118
[0m Specificity[0m 0.8148
[0mBalanced Accuracy[0m 0.8633
[0m PPV[0m 0.8611
[0m NPV[0m 0.8800
[0m F1[0m 0.8857
[0m Accuracy[0m 0.8689
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 2
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:18:26[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:18:27[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:18:27[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:18:30[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:18:32[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.70[39m[90m; User: [39m[90m16.81[39m[90m; System: [39m[90m0.59[39m[90m)[39m
[90m[2020-06-29 06:18:32[1m FUN[22m] [39mRunning grid line #3 of 40...
[90m[2020-06-29 06:18:32[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:18:32[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:18:32[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 28 1
[36m[1m 0[22m[39m 6 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8235
[0m Specificity[0m 0.9630
[0mBalanced Accuracy[0m 0.8932
[0m PPV[0m 0.9655
[0m NPV[0m 0.8125
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8852
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 3 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.4000
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:18:37[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:18:38[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:18:38[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:18:41[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:18:43[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.95[39m[90m; User: [39m[90m17.84[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 06:18:43[1m FUN[22m] [39mRunning grid line #4 of 40...
[90m[2020-06-29 06:18:43[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:18:43[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:18:43[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 1
[36m[1m 0[22m[39m 5 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8571
[0m Specificity[0m 0.9630
[0mBalanced Accuracy[0m 0.9101
[0m PPV[0m 0.9677
[0m NPV[0m 0.8387
[0m F1[0m 0.9091
[0m Accuracy[0m 0.9032
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:18:49[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:18:50[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:18:50[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:18:54[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:18:56[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.80[39m[90m; User: [39m[90m21.02[39m[90m; System: [39m[90m0.94[39m[90m)[39m
[90m[2020-06-29 06:18:56[1m FUN[22m] [39mRunning grid line #5 of 40...
[90m[2020-06-29 06:18:56[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:18:56[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:18:56[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 3
[36m[1m 0[22m[39m 5 24
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8529
[0m Specificity[0m 0.8889
[0mBalanced Accuracy[0m 0.8709
[0m PPV[0m 0.9062
[0m NPV[0m 0.8276
[0m F1[0m 0.8788
[0m Accuracy[0m 0.8689
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 2
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.5417
[0m PPV[0m 0.6000
[0m NPV[0m 0.5000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:19:01[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:19:02[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:19:02[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:19:06[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:19:08[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m11.78[39m[90m; User: [39m[90m18.96[39m[90m; System: [39m[90m0.85[39m[90m)[39m
[90m[2020-06-29 06:19:08[1m FUN[22m] [39mRunning grid line #6 of 40...
[90m[2020-06-29 06:19:08[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:19:08[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:19:08[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 1
[36m[1m 0[22m[39m 4 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8824
[0m Specificity[0m 0.9630
[0mBalanced Accuracy[0m 0.9227
[0m PPV[0m 0.9677
[0m NPV[0m 0.8667
[0m F1[0m 0.9231
[0m Accuracy[0m 0.9180
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:19:13[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:19:14[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:19:14[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:19:16[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:19:18[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.28[39m[90m; User: [39m[90m16.06[39m[90m; System: [39m[90m0.75[39m[90m)[39m
[90m[2020-06-29 06:19:18[1m FUN[22m] [39mRunning grid line #7 of 40...
[90m[2020-06-29 06:19:18[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:19:18[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:19:18[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 6
[36m[1m 0[22m[39m 6 21
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8286
[0m Specificity[0m 0.7778
[0mBalanced Accuracy[0m 0.8032
[0m PPV[0m 0.8286
[0m NPV[0m 0.7778
[0m F1[0m 0.8286
[0m Accuracy[0m 0.8065
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.6667
[0m NPV[0m 0.6667
[0m F1[0m 0.6667
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:19:23[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:19:24[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:19:24[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:19:27[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:19:28[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.36[39m[90m; User: [39m[90m15.92[39m[90m; System: [39m[90m0.70[39m[90m)[39m
[90m[2020-06-29 06:19:29[1m FUN[22m] [39mRunning grid line #8 of 40...
[90m[2020-06-29 06:19:29[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:19:29[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:19:29[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 29 6
[36m[1m 0[22m[39m 5 21
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8529
[0m Specificity[0m 0.7778
[0mBalanced Accuracy[0m 0.8154
[0m PPV[0m 0.8286
[0m NPV[0m 0.8077
[0m F1[0m 0.8406
[0m Accuracy[0m 0.8197
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:19:34[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:19:34[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:19:34[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:19:37[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:19:38[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.56[39m[90m; User: [39m[90m14.58[39m[90m; System: [39m[90m0.64[39m[90m)[39m
[90m[2020-06-29 06:19:38[1m FUN[22m] [39mRunning grid line #9 of 40...
[90m[2020-06-29 06:19:38[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:19:38[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:19:39[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 1
[36m[1m 0[22m[39m 4 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8824
[0m Specificity[0m 0.9630
[0mBalanced Accuracy[0m 0.9227
[0m PPV[0m 0.9677
[0m NPV[0m 0.8667
[0m F1[0m 0.9231
[0m Accuracy[0m 0.9180
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:19:45[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:19:46[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:19:46[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:19:51[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:19:53[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.25[39m[90m minutes ([39m[90mReal: [39m[90m15.19[39m[90m; User: [39m[90m24.61[39m[90m; System: [39m[90m1[39m[90m)[39m
[90m[2020-06-29 06:19:54[1m FUN[22m] [39mRunning grid line #10 of 40...
[90m[2020-06-29 06:19:54[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:19:54[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:19:54[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 27 0
[36m[1m 0[22m[39m 7 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7941
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8971
[0m PPV[0m 1.0000
[0m NPV[0m 0.7941
[0m F1[0m 0.8852
[0m Accuracy[0m 0.8852
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:19:59[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:20:00[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:20:00[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:20:03[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:20:05[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.20[39m[90m; User: [39m[90m17.60[39m[90m; System: [39m[90m0.76[39m[90m)[39m
[90m[2020-06-29 06:20:05[1m FUN[22m] [39mRunning grid line #11 of 40...
[90m[2020-06-29 06:20:05[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:20:05[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:20:05[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 1
[36m[1m 0[22m[39m 2 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9412
[0m Specificity[0m 0.9630
[0mBalanced Accuracy[0m 0.9521
[0m PPV[0m 0.9697
[0m NPV[0m 0.9286
[0m F1[0m 0.9552
[0m Accuracy[0m 0.9508
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.7083
[0m PPV[0m 0.7500
[0m NPV[0m 0.6667
[0m F1[0m 0.7500
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:20:12[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:20:13[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:20:13[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:20:17[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:20:20[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.25[39m[90m minutes ([39m[90mReal: [39m[90m15.01[39m[90m; User: [39m[90m24.93[39m[90m; System: [39m[90m0.89[39m[90m)[39m
[90m[2020-06-29 06:20:20[1m FUN[22m] [39mRunning grid line #12 of 40...
[90m[2020-06-29 06:20:20[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:20:20[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:20:20[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 1
[36m[1m 0[22m[39m 1 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9706
[0m Specificity[0m 0.9630
[0mBalanced Accuracy[0m 0.9668
[0m PPV[0m 0.9706
[0m NPV[0m 0.9630
[0m F1[0m 0.9706
[0m Accuracy[0m 0.9672
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:20:27[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:20:29[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:20:29[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:20:33[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:20:37[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.29[39m[90m minutes ([39m[90mReal: [39m[90m17.34[39m[90m; User: [39m[90m28.59[39m[90m; System: [39m[90m0.75[39m[90m)[39m
[90m[2020-06-29 06:20:37[1m FUN[22m] [39mRunning grid line #13 of 40...
[90m[2020-06-29 06:20:38[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:20:38[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:20:38[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 1
[36m[1m 0[22m[39m 2 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9412
[0m Specificity[0m 0.9630
[0mBalanced Accuracy[0m 0.9521
[0m PPV[0m 0.9697
[0m NPV[0m 0.9286
[0m F1[0m 0.9552
[0m Accuracy[0m 0.9508
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 3 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.4000
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:20:45[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:20:46[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:20:46[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:20:50[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:20:53[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.26[39m[90m minutes ([39m[90mReal: [39m[90m15.78[39m[90m; User: [39m[90m25.83[39m[90m; System: [39m[90m0.67[39m[90m)[39m
[90m[2020-06-29 06:20:53[1m FUN[22m] [39mRunning grid line #14 of 40...
[90m[2020-06-29 06:20:53[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:20:54[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:20:54[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 1
[36m[1m 0[22m[39m 2 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9429
[0m Specificity[0m 0.9630
[0mBalanced Accuracy[0m 0.9529
[0m PPV[0m 0.9706
[0m NPV[0m 0.9286
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:21:01[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:21:02[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:21:02[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:21:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:21:10[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.28[39m[90m minutes ([39m[90mReal: [39m[90m16.97[39m[90m; User: [39m[90m28.40[39m[90m; System: [39m[90m1.19[39m[90m)[39m
[90m[2020-06-29 06:21:11[1m FUN[22m] [39mRunning grid line #15 of 40...
[90m[2020-06-29 06:21:11[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:21:11[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:21:11[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 1
[36m[1m 0[22m[39m 1 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9706
[0m Specificity[0m 0.9630
[0mBalanced Accuracy[0m 0.9668
[0m PPV[0m 0.9706
[0m NPV[0m 0.9630
[0m F1[0m 0.9706
[0m Accuracy[0m 0.9672
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.4167
[0m PPV[0m 0.5000
[0m NPV[0m 0.3333
[0m F1[0m 0.5000
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:21:18[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:21:19[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:21:19[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:21:24[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:21:28[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.28[39m[90m minutes ([39m[90mReal: [39m[90m16.94[39m[90m; User: [39m[90m28.72[39m[90m; System: [39m[90m0.98[39m[90m)[39m
[90m[2020-06-29 06:21:28[1m FUN[22m] [39mRunning grid line #16 of 40...
[90m[2020-06-29 06:21:28[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:21:28[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:21:28[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 32 1
[36m[1m 0[22m[39m 2 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9412
[0m Specificity[0m 0.9630
[0mBalanced Accuracy[0m 0.9521
[0m PPV[0m 0.9697
[0m NPV[0m 0.9286
[0m F1[0m 0.9552
[0m Accuracy[0m 0.9508
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:21:35[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:21:36[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:21:36[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:21:41[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:21:44[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.27[39m[90m minutes ([39m[90mReal: [39m[90m16.49[39m[90m; User: [39m[90m27.25[39m[90m; System: [39m[90m0.86[39m[90m)[39m
[90m[2020-06-29 06:21:44[1m FUN[22m] [39mRunning grid line #17 of 40...
[90m[2020-06-29 06:21:44[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:21:44[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:21:45[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 2
[36m[1m 0[22m[39m 1 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.9259
[0mBalanced Accuracy[0m 0.9487
[0m PPV[0m 0.9444
[0m NPV[0m 0.9615
[0m F1[0m 0.9577
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:21:51[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:21:52[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:21:52[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:21:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:22:00[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.26[39m[90m minutes ([39m[90mReal: [39m[90m15.45[39m[90m; User: [39m[90m26.03[39m[90m; System: [39m[90m0.84[39m[90m)[39m
[90m[2020-06-29 06:22:00[1m FUN[22m] [39mRunning grid line #18 of 40...
[90m[2020-06-29 06:22:00[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:22:00[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:22:00[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 30 2
[36m[1m 0[22m[39m 4 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8824
[0m Specificity[0m 0.9259
[0mBalanced Accuracy[0m 0.9041
[0m PPV[0m 0.9375
[0m NPV[0m 0.8621
[0m F1[0m 0.9091
[0m Accuracy[0m 0.9016
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:22:06[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:22:08[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:22:08[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:22:11[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:22:14[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.23[39m[90m minutes ([39m[90mReal: [39m[90m14.05[39m[90m; User: [39m[90m23.89[39m[90m; System: [39m[90m0.81[39m[90m)[39m
[90m[2020-06-29 06:22:14[1m FUN[22m] [39mRunning grid line #19 of 40...
[90m[2020-06-29 06:22:14[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:22:14[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:22:14[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 2
[36m[1m 0[22m[39m 1 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9706
[0m Specificity[0m 0.9259
[0mBalanced Accuracy[0m 0.9483
[0m PPV[0m 0.9429
[0m NPV[0m 0.9615
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9508
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:22:23[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:22:24[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:22:24[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:22:28[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:22:32[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.30[39m[90m minutes ([39m[90mReal: [39m[90m17.89[39m[90m; User: [39m[90m30.37[39m[90m; System: [39m[90m1.07[39m[90m)[39m
[90m[2020-06-29 06:22:32[1m FUN[22m] [39mRunning grid line #20 of 40...
[90m[2020-06-29 06:22:32[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:22:32[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:22:32[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 0
[36m[1m 0[22m[39m 1 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9706
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9853
[0m PPV[0m 1.0000
[0m NPV[0m 0.9643
[0m F1[0m 0.9851
[0m Accuracy[0m 0.9836
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:22:39[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:22:40[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:22:40[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:22:43[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:22:46[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.22[39m[90m minutes ([39m[90mReal: [39m[90m13.47[39m[90m; User: [39m[90m22.43[39m[90m; System: [39m[90m0.84[39m[90m)[39m
[90m[2020-06-29 06:22:46[1m FUN[22m] [39mRunning grid line #21 of 40...
[90m[2020-06-29 06:22:46[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:22:46[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:22:46[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 0
[36m[1m 0[22m[39m 1 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9706
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9853
[0m PPV[0m 1.0000
[0m NPV[0m 0.9643
[0m F1[0m 0.9851
[0m Accuracy[0m 0.9836
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.6000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:22:52[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:22:52[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:22:52[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:22:55[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:22:57[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.45[39m[90m; User: [39m[90m18.72[39m[90m; System: [39m[90m0.67[39m[90m)[39m
[90m[2020-06-29 06:22:57[1m FUN[22m] [39mRunning grid line #22 of 40...
[90m[2020-06-29 06:22:57[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:22:57[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:22:58[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 0
[36m[1m 0[22m[39m 1 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9706
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9853
[0m PPV[0m 1.0000
[0m NPV[0m 0.9643
[0m F1[0m 0.9851
[0m Accuracy[0m 0.9836
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:23:03[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:23:04[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:23:04[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:23:06[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:23:09[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.60[39m[90m; User: [39m[90m16.94[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 06:23:09[1m FUN[22m] [39mRunning grid line #23 of 40...
[90m[2020-06-29 06:23:09[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:23:09[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:23:09[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 1
[36m[1m 0[22m[39m 0 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9630
[0mBalanced Accuracy[0m 0.9815
[0m PPV[0m 0.9714
[0m NPV[0m 1.0000
[0m F1[0m 0.9855
[0m Accuracy[0m 0.9836
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.6000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:23:15[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:23:16[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:23:16[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:23:18[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:23:20[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.53[39m[90m; User: [39m[90m17.09[39m[90m; System: [39m[90m0.62[39m[90m)[39m
[90m[2020-06-29 06:23:20[1m FUN[22m] [39mRunning grid line #24 of 40...
[90m[2020-06-29 06:23:20[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:23:20[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:23:20[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 1
[36m[1m 0[22m[39m 1 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.9630
[0mBalanced Accuracy[0m 0.9672
[0m PPV[0m 0.9714
[0m NPV[0m 0.9630
[0m F1[0m 0.9714
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:23:25[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:23:26[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:23:26[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:23:29[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:23:31[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.25[39m[90m; User: [39m[90m18.23[39m[90m; System: [39m[90m0.72[39m[90m)[39m
[90m[2020-06-29 06:23:31[1m FUN[22m] [39mRunning grid line #25 of 40...
[90m[2020-06-29 06:23:31[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:23:31[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:23:31[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 31 1
[36m[1m 0[22m[39m 3 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9118
[0m Specificity[0m 0.9630
[0mBalanced Accuracy[0m 0.9374
[0m PPV[0m 0.9688
[0m NPV[0m 0.8966
[0m F1[0m 0.9394
[0m Accuracy[0m 0.9344
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:23:37[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:23:38[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:23:38[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:23:40[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:23:42[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.76[39m[90m; User: [39m[90m17.19[39m[90m; System: [39m[90m0.68[39m[90m)[39m
[90m[2020-06-29 06:23:42[1m FUN[22m] [39mRunning grid line #26 of 40...
[90m[2020-06-29 06:23:42[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:23:42[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:23:42[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 0
[36m[1m 0[22m[39m 1 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9706
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9853
[0m PPV[0m 1.0000
[0m NPV[0m 0.9643
[0m F1[0m 0.9851
[0m Accuracy[0m 0.9836
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:23:47[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:23:48[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:23:48[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:23:50[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:23:51[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.49[39m[90m; User: [39m[90m15.13[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 06:23:52[1m FUN[22m] [39mRunning grid line #27 of 40...
[90m[2020-06-29 06:23:52[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:23:52[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:23:52[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 2
[36m[1m 0[22m[39m 1 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9714
[0m Specificity[0m 0.9259
[0mBalanced Accuracy[0m 0.9487
[0m PPV[0m 0.9444
[0m NPV[0m 0.9615
[0m F1[0m 0.9577
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 1
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:23:56[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:23:57[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:23:57[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:23:58[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:24:00[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.19[39m[90m; User: [39m[90m11.98[39m[90m; System: [39m[90m0.71[39m[90m)[39m
[90m[2020-06-29 06:24:00[1m FUN[22m] [39mRunning grid line #28 of 40...
[90m[2020-06-29 06:24:00[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:24:00[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:24:00[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 34 0
[36m[1m 0[22m[39m 0 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.7500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8750
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8571
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:24:05[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:24:06[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:24:07[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:24:09[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:24:11[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.42[39m[90m; User: [39m[90m17.08[39m[90m; System: [39m[90m0.81[39m[90m)[39m
[90m[2020-06-29 06:24:11[1m FUN[22m] [39mRunning grid line #29 of 40...
[90m[2020-06-29 06:24:12[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:24:12[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:24:12[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 1
[36m[1m 0[22m[39m 1 26
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9706
[0m Specificity[0m 0.9630
[0mBalanced Accuracy[0m 0.9668
[0m PPV[0m 0.9706
[0m NPV[0m 0.9630
[0m F1[0m 0.9706
[0m Accuracy[0m 0.9672
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 0
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:24:17[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:24:18[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:24:18[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:24:20[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:24:22[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.82[39m[90m; User: [39m[90m17.46[39m[90m; System: [39m[90m0.75[39m[90m)[39m
[90m[2020-06-29 06:24:22[1m FUN[22m] [39mRunning grid line #30 of 40...
[90m[2020-06-29 06:24:22[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:24:22[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:24:23[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 33 0
[36m[1m 0[22m[39m 1 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9706
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9853
[0m PPV[0m 1.0000
[0m NPV[0m 0.9643
[0m F1[0m 0.9851
[0m Accuracy[0m 0.9836
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:24:27[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:24:28[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:24:28[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:24:30[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:24:31[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.60[39m[90m; User: [39m[90m13.53[39m[90m; System: [39m[90m0.57[39m[90m)[39m
[90m[2020-06-29 06:24:31[1m FUN[22m] [39mRunning grid line #31 of 40...
[90m[2020-06-29 06:24:31[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:24:31[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:24:32[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 23 6
[36m[1m 0[22m[39m 11 21
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6765
[0m Specificity[0m 0.7778
[0mBalanced Accuracy[0m 0.7271
[0m PPV[0m 0.7931
[0m NPV[0m 0.6562
[0m F1[0m 0.7302
[0m Accuracy[0m 0.7213
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 3 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.4000
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:24:35[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:24:36[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:24:36[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:24:36[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:24:37[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m5.83[39m[90m; User: [39m[90m8.22[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 06:24:37[1m FUN[22m] [39mRunning grid line #32 of 40...
[90m[2020-06-29 06:24:37[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:24:37[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:24:37[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 14 5
[36m[1m 0[22m[39m 20 22
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.4118
[0m Specificity[0m 0.8148
[0mBalanced Accuracy[0m 0.6133
[0m PPV[0m 0.7368
[0m NPV[0m 0.5238
[0m F1[0m 0.5283
[0m Accuracy[0m 0.5902
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.6667
[0m NPV[0m 0.5000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:24:42[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:24:42[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:24:42[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:24:43[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:24:44[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.79[39m[90m; User: [39m[90m10.08[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 06:24:44[1m FUN[22m] [39mRunning grid line #33 of 40...
[90m[2020-06-29 06:24:44[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:24:44[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:24:44[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 13 15
[36m[1m 0[22m[39m 21 12
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3824
[0m Specificity[0m 0.4444
[0mBalanced Accuracy[0m 0.4134
[0m PPV[0m 0.4643
[0m NPV[0m 0.3636
[0m F1[0m 0.4194
[0m Accuracy[0m 0.4098
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 3 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.4583
[0m PPV[0m 0.5000
[0m NPV[0m 0.4000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:24:49[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:24:49[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:24:49[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:24:50[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:24:51[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.02[39m[90m; User: [39m[90m10.17[39m[90m; System: [39m[90m0.56[39m[90m)[39m
[90m[2020-06-29 06:24:51[1m FUN[22m] [39mRunning grid line #34 of 40...
[90m[2020-06-29 06:24:51[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:24:51[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:24:52[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 19 5
[36m[1m 0[22m[39m 16 22
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5429
[0m Specificity[0m 0.8148
[0mBalanced Accuracy[0m 0.6788
[0m PPV[0m 0.7917
[0m NPV[0m 0.5789
[0m F1[0m 0.6441
[0m Accuracy[0m 0.6613
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.6667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 1.0000
[0m NPV[0m 0.7500
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:24:56[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:24:56[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:24:56[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:24:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:24:58[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.32[39m[90m; User: [39m[90m8.93[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 06:24:58[1m FUN[22m] [39mRunning grid line #35 of 40...
[90m[2020-06-29 06:24:58[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:24:58[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:24:58[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 33 25
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0294
[0m Specificity[0m 0.9259
[0mBalanced Accuracy[0m 0.4777
[0m PPV[0m 0.3333
[0m NPV[0m 0.4310
[0m F1[0m 0.0541
[0m Accuracy[0m 0.4262
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 4 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.4286
[0m F1[0m NA
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:25:02[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:25:03[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:25:03[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:25:04[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:25:05[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.20[39m[90m; User: [39m[90m10.72[39m[90m; System: [39m[90m0.56[39m[90m)[39m
[90m[2020-06-29 06:25:05[1m FUN[22m] [39mRunning grid line #36 of 40...
[90m[2020-06-29 06:25:05[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:25:05[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:25:05[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 13 8
[36m[1m 0[22m[39m 21 19
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3824
[0m Specificity[0m 0.7037
[0mBalanced Accuracy[0m 0.5430
[0m PPV[0m 0.6190
[0m NPV[0m 0.4750
[0m F1[0m 0.4727
[0m Accuracy[0m 0.5246
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 3 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.4000
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:25:10[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:25:10[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:25:10[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:25:11[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:25:12[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.34[39m[90m; User: [39m[90m11.10[39m[90m; System: [39m[90m0.56[39m[90m)[39m
[90m[2020-06-29 06:25:12[1m FUN[22m] [39mRunning grid line #37 of 40...
[90m[2020-06-29 06:25:12[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:25:13[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:25:13[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 8 4
[36m[1m 0[22m[39m 27 23
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2286
[0m Specificity[0m 0.8519
[0mBalanced Accuracy[0m 0.5402
[0m PPV[0m 0.6667
[0m NPV[0m 0.4600
[0m F1[0m 0.3404
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3333
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 1.0000
[0m NPV[0m 0.6000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:25:17[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:25:17[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:25:18[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:25:18[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:25:19[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.69[39m[90m; User: [39m[90m9.45[39m[90m; System: [39m[90m0.56[39m[90m)[39m
[90m[2020-06-29 06:25:19[1m FUN[22m] [39mRunning grid line #38 of 40...
[90m[2020-06-29 06:25:19[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:25:19[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:25:20[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 4
[36m[1m 0[22m[39m 31 23
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0882
[0m Specificity[0m 0.8519
[0mBalanced Accuracy[0m 0.4700
[0m PPV[0m 0.4286
[0m NPV[0m 0.4259
[0m F1[0m 0.1463
[0m Accuracy[0m 0.4262
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 3 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.6250
[0m PPV[0m 1.0000
[0m NPV[0m 0.5000
[0m F1[0m 0.4000
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:25:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:25:24[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:25:24[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:25:24[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:25:25[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m5.79[39m[90m; User: [39m[90m8.01[39m[90m; System: [39m[90m0.48[39m[90m)[39m
[90m[2020-06-29 06:25:25[1m FUN[22m] [39mRunning grid line #39 of 40...
[90m[2020-06-29 06:25:25[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:25:25[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:25:25[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 5
[36m[1m 0[22m[39m 28 22
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1765
[0m Specificity[0m 0.8148
[0mBalanced Accuracy[0m 0.4956
[0m PPV[0m 0.5455
[0m NPV[0m 0.4400
[0m F1[0m 0.2667
[0m Accuracy[0m 0.4590
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 2
[36m[1m 0[22m[39m 4 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.1667
[0m PPV[0m 0.0000
[0m NPV[0m 0.2000
[0m F1[0m NA
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:25:29[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:25:30[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:25:30[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:25:31[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:25:32[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.62[39m[90m; User: [39m[90m9.47[39m[90m; System: [39m[90m0.47[39m[90m)[39m
[90m[2020-06-29 06:25:32[1m FUN[22m] [39mRunning grid line #40 of 40...
[90m[2020-06-29 06:25:32[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:25:32[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:25:32[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 34 27
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.4426
[0m F1[0m NA
[0m Accuracy[0m 0.4426
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 4 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.4286
[0m F1[0m NA
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:25:35[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:25:35[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:25:35[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:25:36[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:25:36[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.11[39m[90m; User: [39m[90m5.10[39m[90m; System: [39m[90m0.31[39m[90m)[39m
[90m[1m[[ [22m[39m[1melevate [36m[1mADDTREE[1m[39m[22m[90m[1m ]]
[22m[39m N repeats = [36m[1m1[22m[39m
N resamples = [36m[1m10[22m[39m
Resampler = [36m[1mkfold[22m[39m
Balanced Accuracy of 10 aggregated test sets in each repeat = [36m[1m0.80[22m[39m
[90m[2020-06-29 06:25:46[1m elevate[22m] [39m[90mRun completed in [39m[90m82.19[39m[90m minutes ([39m[90mReal: [39m[90m4931.11[39m[90m; User: [39m[90m8049.08[39m[90m; System: [39m[90m292.04[39m[90m)[39m
saveRDS(cases.op.tree, "cases-op-tree.rds")
cases.law.tree <- elevate(cases.law, mod = "addtree",
resampler = "kfold", n.resamples = 10,
grid.resample.rtset = rtset.resample("kfold", 10),
gamma = c(0.1, 0.5, 0.9, 1.3),
learning.rate = 0.001,
seed = 2020)
[90m[2020-06-29 06:26:08[1m elevate[22m] [39m[90mHello,[39m [90m[39m
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m77 x 39
[22m Training outcome: [1m77 x 1
[22m
[90m[2020-06-29 06:26:08[1m resLearn[22m] [39mTraining Additive Tree on 10 independent folds...
| | 0 % ~calculating [90m[2020-06-29 06:26:08[1m FUN[22m] [39mRunning grid line #1 of 40...
[90m[2020-06-29 06:26:08[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:26:08[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m60 x 39
[22m Training outcome: [1m60 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:26:08[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 8
[36m[1m 0[22m[39m 0 42
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8400
[0mBalanced Accuracy[0m 0.9200
[0m PPV[0m 0.5556
[0m NPV[0m 1.0000
[0m F1[0m 0.7143
[0m Accuracy[0m 0.8667
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 1 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.5000
[0m NPV[0m 0.8333
[0m F1[0m 0.5000
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:26:13[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:26:13[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:26:14[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:26:16[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:26:17[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.22[39m[90m; User: [39m[90m13.34[39m[90m; System: [39m[90m0.56[39m[90m)[39m
[90m[2020-06-29 06:26:17[1m FUN[22m] [39mRunning grid line #2 of 40...
[90m[2020-06-29 06:26:17[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:26:17[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:26:18[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 6
[36m[1m 0[22m[39m 1 44
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9091
[0m Specificity[0m 0.8800
[0mBalanced Accuracy[0m 0.8945
[0m PPV[0m 0.6250
[0m NPV[0m 0.9778
[0m F1[0m 0.7407
[0m Accuracy[0m 0.8852
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:26:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:26:25[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:26:25[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:26:29[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:26:31[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.23[39m[90m minutes ([39m[90mReal: [39m[90m14.01[39m[90m; User: [39m[90m23.30[39m[90m; System: [39m[90m0.83[39m[90m)[39m
[90m[2020-06-29 06:26:31[1m FUN[22m] [39mRunning grid line #3 of 40...
[90m[2020-06-29 06:26:32[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:26:32[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:26:32[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 7
[36m[1m 0[22m[39m 1 44
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9091
[0m Specificity[0m 0.8627
[0mBalanced Accuracy[0m 0.8859
[0m PPV[0m 0.5882
[0m NPV[0m 0.9778
[0m F1[0m 0.7143
[0m Accuracy[0m 0.8710
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6000
[0mBalanced Accuracy[0m 0.8000
[0m PPV[0m 0.3333
[0m NPV[0m 1.0000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:26:37[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:26:38[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:26:38[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:26:42[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:26:44[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.83[39m[90m; User: [39m[90m21.13[39m[90m; System: [39m[90m0.67[39m[90m)[39m
[90m[2020-06-29 06:26:44[1m FUN[22m] [39mRunning grid line #4 of 40...
[90m[2020-06-29 06:26:44[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:26:45[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:26:45[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 5
[36m[1m 0[22m[39m 0 45
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9000
[0mBalanced Accuracy[0m 0.9500
[0m PPV[0m 0.6875
[0m NPV[0m 1.0000
[0m F1[0m 0.8148
[0m Accuracy[0m 0.9180
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.3333
[0m NPV[0m 1.0000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:26:50[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:26:50[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:26:50[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:26:53[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:26:54[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.65[39m[90m; User: [39m[90m15.24[39m[90m; System: [39m[90m0.71[39m[90m)[39m
[90m[2020-06-29 06:26:54[1m FUN[22m] [39mRunning grid line #5 of 40...
[90m[2020-06-29 06:26:54[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:26:54[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:26:55[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 4
[36m[1m 0[22m[39m 1 47
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9091
[0m Specificity[0m 0.9216
[0mBalanced Accuracy[0m 0.9153
[0m PPV[0m 0.7143
[0m NPV[0m 0.9792
[0m F1[0m 0.8000
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:27:00[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:27:01[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:27:01[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:27:04[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:27:06[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m11.76[39m[90m; User: [39m[90m18.56[39m[90m; System: [39m[90m0.67[39m[90m)[39m
[90m[2020-06-29 06:27:06[1m FUN[22m] [39mRunning grid line #6 of 40...
[90m[2020-06-29 06:27:06[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:27:06[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:27:06[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 3
[36m[1m 0[22m[39m 1 47
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9091
[0m Specificity[0m 0.9400
[0mBalanced Accuracy[0m 0.9245
[0m PPV[0m 0.7692
[0m NPV[0m 0.9792
[0m F1[0m 0.8333
[0m Accuracy[0m 0.9344
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 2
[36m[1m 0[22m[39m 1 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.3333
[0m PPV[0m 0.0000
[0m NPV[0m 0.8000
[0m F1[0m NA
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:27:11[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:27:11[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:27:11[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:27:13[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:27:14[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.14[39m[90m; User: [39m[90m12.46[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 06:27:14[1m FUN[22m] [39mRunning grid line #7 of 40...
[90m[2020-06-29 06:27:14[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:27:14[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:27:15[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 4
[36m[1m 0[22m[39m 1 47
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9091
[0m Specificity[0m 0.9216
[0mBalanced Accuracy[0m 0.9153
[0m PPV[0m 0.7143
[0m NPV[0m 0.9792
[0m F1[0m 0.8000
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 1 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.8333
[0m F1[0m NA
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:27:21[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:27:22[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:27:22[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:27:27[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:27:29[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.24[39m[90m minutes ([39m[90mReal: [39m[90m14.67[39m[90m; User: [39m[90m24.56[39m[90m; System: [39m[90m0.86[39m[90m)[39m
[90m[2020-06-29 06:27:29[1m FUN[22m] [39mRunning grid line #8 of 40...
[90m[2020-06-29 06:27:29[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:27:29[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:27:30[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 10
[36m[1m 0[22m[39m 0 40
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 0.5238
[0m NPV[0m 1.0000
[0m F1[0m 0.6875
[0m Accuracy[0m 0.8361
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:27:37[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:27:37[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:27:37[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:27:41[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:27:43[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.23[39m[90m minutes ([39m[90mReal: [39m[90m13.61[39m[90m; User: [39m[90m22.43[39m[90m; System: [39m[90m0.98[39m[90m)[39m
[90m[2020-06-29 06:27:43[1m FUN[22m] [39mRunning grid line #9 of 40...
[90m[2020-06-29 06:27:43[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:27:43[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:27:43[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 6
[36m[1m 0[22m[39m 0 45
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8824
[0mBalanced Accuracy[0m 0.9412
[0m PPV[0m 0.6471
[0m NPV[0m 1.0000
[0m F1[0m 0.7857
[0m Accuracy[0m 0.9032
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:27:48[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:27:49[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:27:49[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:27:51[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:27:53[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.14[39m[90m; User: [39m[90m15.75[39m[90m; System: [39m[90m0.81[39m[90m)[39m
[90m[2020-06-29 06:27:53[1m FUN[22m] [39mRunning grid line #10 of 40...
[90m[2020-06-29 06:27:53[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:27:53[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m60 x 39
[22m Training outcome: [1m60 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:27:54[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 5
[36m[1m 0[22m[39m 0 45
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9000
[0mBalanced Accuracy[0m 0.9500
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.9167
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:27:59[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:28:00[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:28:00[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:28:03[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:28:05[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m12.14[39m[90m; User: [39m[90m19.69[39m[90m; System: [39m[90m0.61[39m[90m)[39m
[90m[2020-06-29 06:28:05[1m FUN[22m] [39mRunning grid line #11 of 40...
[90m[2020-06-29 06:28:06[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:28:06[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m60 x 39
[22m Training outcome: [1m60 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:28:06[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 0
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 1 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.5000
[0m NPV[0m 0.8333
[0m F1[0m 0.5000
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:28:11[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:28:12[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:28:12[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:28:14[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:28:16[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.23[39m[90m; User: [39m[90m16[39m[90m; System: [39m[90m0.70[39m[90m)[39m
[90m[2020-06-29 06:28:16[1m FUN[22m] [39mRunning grid line #12 of 40...
[90m[2020-06-29 06:28:16[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:28:16[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:28:16[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9800
[0mBalanced Accuracy[0m 0.9900
[0m PPV[0m 0.9167
[0m NPV[0m 1.0000
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9836
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:28:23[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:28:24[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:28:24[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:28:28[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:28:31[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.26[39m[90m minutes ([39m[90mReal: [39m[90m15.38[39m[90m; User: [39m[90m24.85[39m[90m; System: [39m[90m0.94[39m[90m)[39m
[90m[2020-06-29 06:28:31[1m FUN[22m] [39mRunning grid line #13 of 40...
[90m[2020-06-29 06:28:31[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:28:31[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:28:32[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 0
[36m[1m 0[22m[39m 1 51
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9091
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9545
[0m PPV[0m 1.0000
[0m NPV[0m 0.9808
[0m F1[0m 0.9524
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 1
[36m[1m 0[22m[39m 1 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.8000
[0mBalanced Accuracy[0m 0.4000
[0m PPV[0m 0.0000
[0m NPV[0m 0.8000
[0m F1[0m NA
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:28:38[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:28:39[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:28:39[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:28:43[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:28:45[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.23[39m[90m minutes ([39m[90mReal: [39m[90m14.08[39m[90m; User: [39m[90m23.03[39m[90m; System: [39m[90m0.68[39m[90m)[39m
[90m[2020-06-29 06:28:46[1m FUN[22m] [39mRunning grid line #14 of 40...
[90m[2020-06-29 06:28:46[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:28:46[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:28:46[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 48
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9600
[0mBalanced Accuracy[0m 0.9800
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9672
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 1 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.8571
[0m F1[0m NA
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:28:51[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:28:51[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:28:51[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:28:54[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:28:55[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.67[39m[90m; User: [39m[90m15.50[39m[90m; System: [39m[90m0.61[39m[90m)[39m
[90m[2020-06-29 06:28:55[1m FUN[22m] [39mRunning grid line #15 of 40...
[90m[2020-06-29 06:28:55[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:28:55[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:28:56[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9167
[0m NPV[0m 1.0000
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:29:02[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:29:03[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:29:03[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:29:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:29:10[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.25[39m[90m minutes ([39m[90mReal: [39m[90m14.71[39m[90m; User: [39m[90m24.86[39m[90m; System: [39m[90m0.67[39m[90m)[39m
[90m[2020-06-29 06:29:10[1m FUN[22m] [39mRunning grid line #16 of 40...
[90m[2020-06-29 06:29:10[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:29:10[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:29:11[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 1
[36m[1m 0[22m[39m 1 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9091
[0m Specificity[0m 0.9800
[0mBalanced Accuracy[0m 0.9445
[0m PPV[0m 0.9091
[0m NPV[0m 0.9800
[0m F1[0m 0.9091
[0m Accuracy[0m 0.9672
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 1
[36m[1m 0[22m[39m 1 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.4167
[0m PPV[0m 0.0000
[0m NPV[0m 0.8333
[0m F1[0m NA
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:29:16[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:29:16[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:29:16[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:29:19[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:29:21[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.31[39m[90m; User: [39m[90m16.11[39m[90m; System: [39m[90m0.70[39m[90m)[39m
[90m[2020-06-29 06:29:21[1m FUN[22m] [39mRunning grid line #17 of 40...
[90m[2020-06-29 06:29:21[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:29:21[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:29:21[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9167
[0m NPV[0m 1.0000
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 1 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.8333
[0m F1[0m NA
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:29:27[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:29:28[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:29:28[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:29:30[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:29:33[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m12.27[39m[90m; User: [39m[90m19.62[39m[90m; System: [39m[90m0.72[39m[90m)[39m
[90m[2020-06-29 06:29:33[1m FUN[22m] [39mRunning grid line #18 of 40...
[90m[2020-06-29 06:29:33[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:29:33[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:29:34[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 48
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9600
[0mBalanced Accuracy[0m 0.9800
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9672
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:29:40[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:29:41[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:29:41[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:29:45[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:29:48[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.25[39m[90m minutes ([39m[90mReal: [39m[90m14.75[39m[90m; User: [39m[90m24.79[39m[90m; System: [39m[90m0.96[39m[90m)[39m
[90m[2020-06-29 06:29:48[1m FUN[22m] [39mRunning grid line #19 of 40...
[90m[2020-06-29 06:29:48[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:29:48[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:29:48[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:29:54[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:29:55[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:29:55[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:29:58[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:30:00[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m12.14[39m[90m; User: [39m[90m20.03[39m[90m; System: [39m[90m0.59[39m[90m)[39m
[90m[2020-06-29 06:30:00[1m FUN[22m] [39mRunning grid line #20 of 40...
[90m[2020-06-29 06:30:00[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:30:00[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m60 x 39
[22m Training outcome: [1m60 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:30:01[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 3
[36m[1m 0[22m[39m 0 47
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9400
[0mBalanced Accuracy[0m 0.9700
[0m PPV[0m 0.7692
[0m NPV[0m 1.0000
[0m F1[0m 0.8696
[0m Accuracy[0m 0.9500
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:30:07[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:30:08[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:30:08[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:30:11[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:30:14[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.22[39m[90m minutes ([39m[90mReal: [39m[90m13.22[39m[90m; User: [39m[90m22[39m[90m; System: [39m[90m0.78[39m[90m)[39m
[90m[2020-06-29 06:30:14[1m FUN[22m] [39mRunning grid line #21 of 40...
[90m[2020-06-29 06:30:14[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:30:14[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m60 x 39
[22m Training outcome: [1m60 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:30:14[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 0
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 1 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.5000
[0m NPV[0m 0.8333
[0m F1[0m 0.5000
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:30:18[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:30:19[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:30:19[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:30:20[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:30:21[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.18[39m[90m; User: [39m[90m10.56[39m[90m; System: [39m[90m0.55[39m[90m)[39m
[90m[2020-06-29 06:30:21[1m FUN[22m] [39mRunning grid line #22 of 40...
[90m[2020-06-29 06:30:21[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:30:21[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:30:21[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9800
[0mBalanced Accuracy[0m 0.9900
[0m PPV[0m 0.9167
[0m NPV[0m 1.0000
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9836
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:30:26[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:30:27[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:30:27[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:30:28[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:30:29[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.49[39m[90m; User: [39m[90m13.05[39m[90m; System: [39m[90m0.49[39m[90m)[39m
[90m[2020-06-29 06:30:30[1m FUN[22m] [39mRunning grid line #23 of 40...
[90m[2020-06-29 06:30:30[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:30:30[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:30:30[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 0
[36m[1m 0[22m[39m 0 51
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 1
[36m[1m 0[22m[39m 1 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.8000
[0mBalanced Accuracy[0m 0.4000
[0m PPV[0m 0.0000
[0m NPV[0m 0.8000
[0m F1[0m NA
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:30:35[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:30:35[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:30:35[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:30:37[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:30:38[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.53[39m[90m; User: [39m[90m12.74[39m[90m; System: [39m[90m0.67[39m[90m)[39m
[90m[2020-06-29 06:30:38[1m FUN[22m] [39mRunning grid line #24 of 40...
[90m[2020-06-29 06:30:38[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:30:38[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:30:39[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 48
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9600
[0mBalanced Accuracy[0m 0.9800
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9672
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 1 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.8571
[0m F1[0m NA
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:30:42[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:30:43[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:30:43[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:30:43[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:30:44[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m5.75[39m[90m; User: [39m[90m8.27[39m[90m; System: [39m[90m0.25[39m[90m)[39m
[90m[2020-06-29 06:30:44[1m FUN[22m] [39mRunning grid line #25 of 40...
[90m[2020-06-29 06:30:44[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:30:44[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:30:45[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9167
[0m NPV[0m 1.0000
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:30:49[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:30:50[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:30:50[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:30:51[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:30:53[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.86[39m[90m; User: [39m[90m13.83[39m[90m; System: [39m[90m0.55[39m[90m)[39m
[90m[2020-06-29 06:30:53[1m FUN[22m] [39mRunning grid line #26 of 40...
[90m[2020-06-29 06:30:53[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:30:53[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:30:54[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9800
[0mBalanced Accuracy[0m 0.9900
[0m PPV[0m 0.9167
[0m NPV[0m 1.0000
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9836
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 1
[36m[1m 0[22m[39m 1 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.4167
[0m PPV[0m 0.0000
[0m NPV[0m 0.8333
[0m F1[0m NA
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:30:58[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:30:59[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:30:59[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:31:00[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:31:02[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.64[39m[90m; User: [39m[90m13.59[39m[90m; System: [39m[90m0.52[39m[90m)[39m
[90m[2020-06-29 06:31:02[1m FUN[22m] [39mRunning grid line #27 of 40...
[90m[2020-06-29 06:31:02[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:31:02[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:31:02[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9167
[0m NPV[0m 1.0000
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 1 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.8333
[0m F1[0m NA
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:31:07[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:31:07[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:31:07[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:31:08[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:31:10[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.67[39m[90m; User: [39m[90m11.87[39m[90m; System: [39m[90m0.55[39m[90m)[39m
[90m[2020-06-29 06:31:10[1m FUN[22m] [39mRunning grid line #28 of 40...
[90m[2020-06-29 06:31:10[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:31:10[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:31:10[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 3
[36m[1m 0[22m[39m 0 47
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9400
[0mBalanced Accuracy[0m 0.9700
[0m PPV[0m 0.7857
[0m NPV[0m 1.0000
[0m F1[0m 0.8800
[0m Accuracy[0m 0.9508
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:31:15[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:31:15[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:31:15[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:31:17[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:31:19[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.17[39m[90m; User: [39m[90m14.22[39m[90m; System: [39m[90m0.67[39m[90m)[39m
[90m[2020-06-29 06:31:19[1m FUN[22m] [39mRunning grid line #29 of 40...
[90m[2020-06-29 06:31:19[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:31:19[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:31:19[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:31:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:31:24[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:31:24[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:31:26[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:31:27[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.78[39m[90m; User: [39m[90m11.33[39m[90m; System: [39m[90m0.58[39m[90m)[39m
[90m[2020-06-29 06:31:27[1m FUN[22m] [39mRunning grid line #30 of 40...
[90m[2020-06-29 06:31:27[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:31:27[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m60 x 39
[22m Training outcome: [1m60 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:31:27[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 3
[36m[1m 0[22m[39m 0 47
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9400
[0mBalanced Accuracy[0m 0.9700
[0m PPV[0m 0.7692
[0m NPV[0m 1.0000
[0m F1[0m 0.8696
[0m Accuracy[0m 0.9500
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:31:32[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:31:32[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:31:32[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:31:34[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:31:35[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.15[39m[90m; User: [39m[90m12.01[39m[90m; System: [39m[90m0.51[39m[90m)[39m
[90m[2020-06-29 06:31:35[1m FUN[22m] [39mRunning grid line #31 of 40...
[90m[2020-06-29 06:31:35[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:31:35[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m60 x 39
[22m Training outcome: [1m60 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:31:36[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 50
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1667
[0m NPV[0m NA
[0m F1[0m 0.2857
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 6
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.2500
[0m NPV[0m NA
[0m F1[0m 0.4000
[0m Accuracy[0m 0.2500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:31:39[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:31:39[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:31:39[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:31:39[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:31:39[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.05[39m[90m; User: [39m[90m4.92[39m[90m; System: [39m[90m0.30[39m[90m)[39m
[90m[2020-06-29 06:31:39[1m FUN[22m] [39mRunning grid line #32 of 40...
[90m[2020-06-29 06:31:39[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:31:40[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:31:40[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 41
[36m[1m 0[22m[39m 10 9
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0909
[0m Specificity[0m 0.1800
[0mBalanced Accuracy[0m 0.1355
[0m PPV[0m 0.0238
[0m NPV[0m 0.4737
[0m F1[0m 0.0377
[0m Accuracy[0m 0.1639
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 6
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.0000
[0m PPV[0m 0.0000
[0m NPV[0m 0.0000
[0m F1[0m NA
[0m Accuracy[0m 0.0000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:31:43[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:31:43[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:31:43[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:31:43[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:31:44[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.11[39m[90m; User: [39m[90m4.23[39m[90m; System: [39m[90m0.31[39m[90m)[39m
[90m[2020-06-29 06:31:44[1m FUN[22m] [39mRunning grid line #33 of 40...
[90m[2020-06-29 06:31:44[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:31:44[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:31:44[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 43
[36m[1m 0[22m[39m 10 8
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0909
[0m Specificity[0m 0.1569
[0mBalanced Accuracy[0m 0.1239
[0m PPV[0m 0.0227
[0m NPV[0m 0.4444
[0m F1[0m 0.0364
[0m Accuracy[0m 0.1452
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 4
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.2000
[0mBalanced Accuracy[0m 0.1000
[0m PPV[0m 0.0000
[0m NPV[0m 0.5000
[0m F1[0m NA
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:31:47[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:31:47[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:31:47[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:31:47[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:31:48[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.89[39m[90m; User: [39m[90m4.32[39m[90m; System: [39m[90m0.52[39m[90m)[39m
[90m[2020-06-29 06:31:48[1m FUN[22m] [39mRunning grid line #34 of 40...
[90m[2020-06-29 06:31:48[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:31:48[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:31:48[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 48
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0400
[0mBalanced Accuracy[0m 0.5200
[0m PPV[0m 0.1864
[0m NPV[0m 1.0000
[0m F1[0m 0.3143
[0m Accuracy[0m 0.2131
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 4
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.2000
[0m NPV[0m 1.0000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:31:51[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:31:51[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:31:51[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:31:51[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:31:51[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.60[39m[90m; User: [39m[90m4.22[39m[90m; System: [39m[90m0.32[39m[90m)[39m
[90m[2020-06-29 06:31:51[1m FUN[22m] [39mRunning grid line #35 of 40...
[90m[2020-06-29 06:31:51[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:31:51[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:31:52[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 43
[36m[1m 0[22m[39m 10 8
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0909
[0m Specificity[0m 0.1569
[0mBalanced Accuracy[0m 0.1239
[0m PPV[0m 0.0227
[0m NPV[0m 0.4444
[0m F1[0m 0.0364
[0m Accuracy[0m 0.1452
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 4
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.2000
[0mBalanced Accuracy[0m 0.1000
[0m PPV[0m 0.0000
[0m NPV[0m 0.5000
[0m F1[0m NA
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:31:55[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:31:55[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:31:55[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:31:55[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:31:56[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.19[39m[90m; User: [39m[90m4.81[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 06:31:56[1m FUN[22m] [39mRunning grid line #36 of 40...
[90m[2020-06-29 06:31:56[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:31:56[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:31:56[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 46
[36m[1m 0[22m[39m 10 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0909
[0m Specificity[0m 0.0800
[0mBalanced Accuracy[0m 0.0855
[0m PPV[0m 0.0213
[0m NPV[0m 0.2857
[0m F1[0m 0.0345
[0m Accuracy[0m 0.0820
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 4
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.2000
[0m NPV[0m 1.0000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:31:59[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:31:59[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:31:59[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:31:59[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:31:59[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.70[39m[90m; User: [39m[90m4.27[39m[90m; System: [39m[90m0.32[39m[90m)[39m
[90m[2020-06-29 06:32:00[1m FUN[22m] [39mRunning grid line #37 of 40...
[90m[2020-06-29 06:32:00[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:32:00[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:32:00[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 42
[36m[1m 0[22m[39m 10 9
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0909
[0m Specificity[0m 0.1765
[0mBalanced Accuracy[0m 0.1337
[0m PPV[0m 0.0233
[0m NPV[0m 0.4737
[0m F1[0m 0.0370
[0m Accuracy[0m 0.1613
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 5
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.0000
[0m PPV[0m 0.0000
[0m NPV[0m 0.0000
[0m F1[0m NA
[0m Accuracy[0m 0.0000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:32:03[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:32:03[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:32:03[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:32:03[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:32:04[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m3.98[39m[90m; User: [39m[90m4.73[39m[90m; System: [39m[90m0.40[39m[90m)[39m
[90m[2020-06-29 06:32:04[1m FUN[22m] [39mRunning grid line #38 of 40...
[90m[2020-06-29 06:32:04[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:32:04[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:32:04[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 50
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1803
[0m NPV[0m NA
[0m F1[0m 0.3056
[0m Accuracy[0m 0.1803
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 6
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1429
[0m NPV[0m NA
[0m F1[0m 0.2500
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:32:07[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:32:07[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:32:07[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:32:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:32:07[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.66[39m[90m; User: [39m[90m4.24[39m[90m; System: [39m[90m0.22[39m[90m)[39m
[90m[2020-06-29 06:32:07[1m FUN[22m] [39mRunning grid line #39 of 40...
[90m[2020-06-29 06:32:08[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:32:08[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:32:08[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 51
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1774
[0m NPV[0m NA
[0m F1[0m 0.3014
[0m Accuracy[0m 0.1774
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 5
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1667
[0m NPV[0m NA
[0m F1[0m 0.2857
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:32:11[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:32:11[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:32:11[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:32:11[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:32:11[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.75[39m[90m; User: [39m[90m4.43[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 06:32:11[1m FUN[22m] [39mRunning grid line #40 of 40...
[90m[2020-06-29 06:32:11[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:32:11[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m60 x 39
[22m Training outcome: [1m60 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:32:12[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 49
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0200
[0mBalanced Accuracy[0m 0.5100
[0m PPV[0m 0.1695
[0m NPV[0m 1.0000
[0m F1[0m 0.2899
[0m Accuracy[0m 0.1833
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 6
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.2500
[0m NPV[0m NA
[0m F1[0m 0.4000
[0m Accuracy[0m 0.2500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:32:15[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:32:15[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:32:15[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:32:15[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:32:15[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.61[39m[90m; User: [39m[90m4.33[39m[90m; System: [39m[90m0.27[39m[90m)[39m
[90m[2020-06-29 06:32:25[1m FUN[22m] [39mRunning grid line #1 of 40...
[90m[2020-06-29 06:32:25[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:32:25[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:32:25[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 7
[36m[1m 0[22m[39m 0 44
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8627
[0mBalanced Accuracy[0m 0.9314
[0m PPV[0m 0.6111
[0m NPV[0m 1.0000
[0m F1[0m 0.7586
[0m Accuracy[0m 0.8871
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:32:31[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:32:32[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:32:32[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:32:36[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:32:38[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.22[39m[90m minutes ([39m[90mReal: [39m[90m13.12[39m[90m; User: [39m[90m21.08[39m[90m; System: [39m[90m0.75[39m[90m)[39m
[90m[2020-06-29 06:32:38[1m FUN[22m] [39mRunning grid line #2 of 40...
[90m[2020-06-29 06:32:38[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:32:38[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:32:39[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 6
[36m[1m 0[22m[39m 0 45
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8824
[0mBalanced Accuracy[0m 0.9412
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.9048
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.3333
[0m NPV[0m 1.0000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:32:43[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:32:44[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:32:44[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:32:47[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:32:49[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.75[39m[90m; User: [39m[90m17.17[39m[90m; System: [39m[90m0.58[39m[90m)[39m
[90m[2020-06-29 06:32:49[1m FUN[22m] [39mRunning grid line #3 of 40...
[90m[2020-06-29 06:32:49[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:32:49[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:32:50[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 9
[36m[1m 0[22m[39m 0 43
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8269
[0mBalanced Accuracy[0m 0.9135
[0m PPV[0m 0.5714
[0m NPV[0m 1.0000
[0m F1[0m 0.7273
[0m Accuracy[0m 0.8594
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6000
[0mBalanced Accuracy[0m 0.8000
[0m PPV[0m 0.3333
[0m NPV[0m 1.0000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:32:54[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:32:55[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:32:55[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:32:58[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:33:00[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.69[39m[90m; User: [39m[90m17.41[39m[90m; System: [39m[90m0.55[39m[90m)[39m
[90m[2020-06-29 06:33:00[1m FUN[22m] [39mRunning grid line #4 of 40...
[90m[2020-06-29 06:33:00[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:33:00[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:33:00[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 6
[36m[1m 0[22m[39m 0 45
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8824
[0mBalanced Accuracy[0m 0.9412
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.9048
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 2
[36m[1m 0[22m[39m 1 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.3333
[0m PPV[0m 0.0000
[0m NPV[0m 0.8000
[0m F1[0m NA
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:33:05[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:33:05[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:33:05[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:33:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:33:09[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.46[39m[90m; User: [39m[90m12.75[39m[90m; System: [39m[90m0.56[39m[90m)[39m
[90m[2020-06-29 06:33:09[1m FUN[22m] [39mRunning grid line #5 of 40...
[90m[2020-06-29 06:33:09[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:33:09[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:33:09[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 11
[36m[1m 0[22m[39m 0 40
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7843
[0mBalanced Accuracy[0m 0.8922
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8226
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:33:14[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:33:15[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:33:15[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:33:18[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:33:19[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.87[39m[90m; User: [39m[90m17.42[39m[90m; System: [39m[90m0.74[39m[90m)[39m
[90m[2020-06-29 06:33:20[1m FUN[22m] [39mRunning grid line #6 of 40...
[90m[2020-06-29 06:33:20[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:33:20[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:33:20[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 9
[36m[1m 0[22m[39m 0 43
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8269
[0mBalanced Accuracy[0m 0.9135
[0m PPV[0m 0.5714
[0m NPV[0m 1.0000
[0m F1[0m 0.7273
[0m Accuracy[0m 0.8594
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:33:25[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:33:26[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:33:26[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:33:30[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:33:32[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m12.22[39m[90m; User: [39m[90m19.55[39m[90m; System: [39m[90m0.66[39m[90m)[39m
[90m[2020-06-29 06:33:32[1m FUN[22m] [39mRunning grid line #7 of 40...
[90m[2020-06-29 06:33:32[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:33:32[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:33:32[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 11
[36m[1m 0[22m[39m 0 40
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7843
[0mBalanced Accuracy[0m 0.8922
[0m PPV[0m 0.5217
[0m NPV[0m 1.0000
[0m F1[0m 0.6857
[0m Accuracy[0m 0.8254
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:33:38[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:33:38[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:33:38[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:33:41[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:33:43[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.61[39m[90m; User: [39m[90m16.97[39m[90m; System: [39m[90m0.75[39m[90m)[39m
[90m[2020-06-29 06:33:43[1m FUN[22m] [39mRunning grid line #8 of 40...
[90m[2020-06-29 06:33:43[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:33:43[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:33:43[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 7
[36m[1m 0[22m[39m 0 45
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8654
[0mBalanced Accuracy[0m 0.9327
[0m PPV[0m 0.6316
[0m NPV[0m 1.0000
[0m F1[0m 0.7742
[0m Accuracy[0m 0.8906
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6000
[0mBalanced Accuracy[0m 0.8000
[0m PPV[0m 0.3333
[0m NPV[0m 1.0000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:33:48[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:33:49[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:33:49[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:33:52[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:33:54[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.44[39m[90m; User: [39m[90m18.16[39m[90m; System: [39m[90m0.81[39m[90m)[39m
[90m[2020-06-29 06:33:54[1m FUN[22m] [39mRunning grid line #9 of 40...
[90m[2020-06-29 06:33:54[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:33:54[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:33:55[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 8
[36m[1m 0[22m[39m 0 43
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8431
[0mBalanced Accuracy[0m 0.9216
[0m PPV[0m 0.6000
[0m NPV[0m 1.0000
[0m F1[0m 0.7500
[0m Accuracy[0m 0.8730
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 1 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.8571
[0m F1[0m NA
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:33:59[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:34:00[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:34:00[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:34:02[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:34:03[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.10[39m[90m; User: [39m[90m13.74[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 06:34:03[1m FUN[22m] [39mRunning grid line #10 of 40...
[90m[2020-06-29 06:34:03[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:34:04[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:34:04[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 12
[36m[1m 0[22m[39m 0 39
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.7647
[0mBalanced Accuracy[0m 0.8824
[0m PPV[0m 0.4783
[0m NPV[0m 1.0000
[0m F1[0m 0.6471
[0m Accuracy[0m 0.8065
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:34:11[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:34:12[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:34:12[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:34:16[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:34:19[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.25[39m[90m minutes ([39m[90mReal: [39m[90m15.29[39m[90m; User: [39m[90m21.36[39m[90m; System: [39m[90m1.02[39m[90m)[39m
[90m[2020-06-29 06:34:19[1m FUN[22m] [39mRunning grid line #11 of 40...
[90m[2020-06-29 06:34:19[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:34:19[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:34:19[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 3
[36m[1m 0[22m[39m 0 48
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9412
[0mBalanced Accuracy[0m 0.9706
[0m PPV[0m 0.7857
[0m NPV[0m 1.0000
[0m F1[0m 0.8800
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:34:26[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:34:27[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:34:27[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:34:30[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:34:34[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.24[39m[90m minutes ([39m[90mReal: [39m[90m14.64[39m[90m; User: [39m[90m21.33[39m[90m; System: [39m[90m0.93[39m[90m)[39m
[90m[2020-06-29 06:34:34[1m FUN[22m] [39mRunning grid line #12 of 40...
[90m[2020-06-29 06:34:34[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:34:34[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:34:34[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:34:39[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:34:40[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:34:40[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:34:42[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:34:44[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.49[39m[90m; User: [39m[90m16.98[39m[90m; System: [39m[90m0.65[39m[90m)[39m
[90m[2020-06-29 06:34:44[1m FUN[22m] [39mRunning grid line #13 of 40...
[90m[2020-06-29 06:34:44[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:34:44[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:34:45[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 3
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9423
[0mBalanced Accuracy[0m 0.9712
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.9531
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:34:50[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:34:51[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:34:51[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:34:53[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:34:56[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.12[39m[90m; User: [39m[90m18.01[39m[90m; System: [39m[90m0.72[39m[90m)[39m
[90m[2020-06-29 06:34:56[1m FUN[22m] [39mRunning grid line #14 of 40...
[90m[2020-06-29 06:34:56[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:34:56[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:34:56[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 3
[36m[1m 0[22m[39m 0 48
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9412
[0mBalanced Accuracy[0m 0.9706
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 1
[36m[1m 0[22m[39m 1 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.4167
[0m PPV[0m 0.0000
[0m NPV[0m 0.8333
[0m F1[0m NA
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:35:02[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:35:03[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:35:03[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:35:06[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:35:08[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.58[39m[90m; User: [39m[90m20.70[39m[90m; System: [39m[90m0.76[39m[90m)[39m
[90m[2020-06-29 06:35:08[1m FUN[22m] [39mRunning grid line #15 of 40...
[90m[2020-06-29 06:35:08[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:35:08[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:35:09[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:35:15[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:35:16[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:35:16[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:35:20[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:35:23[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.25[39m[90m minutes ([39m[90mReal: [39m[90m15.01[39m[90m; User: [39m[90m24.92[39m[90m; System: [39m[90m0.85[39m[90m)[39m
[90m[2020-06-29 06:35:23[1m FUN[22m] [39mRunning grid line #16 of 40...
[90m[2020-06-29 06:35:23[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:35:23[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:35:24[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 3
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9423
[0mBalanced Accuracy[0m 0.9712
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.9531
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:35:31[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:35:32[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:35:32[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:35:36[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:35:39[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.25[39m[90m minutes ([39m[90mReal: [39m[90m15.25[39m[90m; User: [39m[90m25.19[39m[90m; System: [39m[90m0.82[39m[90m)[39m
[90m[2020-06-29 06:35:39[1m FUN[22m] [39mRunning grid line #17 of 40...
[90m[2020-06-29 06:35:39[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:35:39[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:35:39[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 3
[36m[1m 0[22m[39m 0 48
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9412
[0mBalanced Accuracy[0m 0.9706
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:35:45[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:35:45[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:35:46[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:35:48[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:35:51[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m11.84[39m[90m; User: [39m[90m19.80[39m[90m; System: [39m[90m0.60[39m[90m)[39m
[90m[2020-06-29 06:35:51[1m FUN[22m] [39mRunning grid line #18 of 40...
[90m[2020-06-29 06:35:51[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:35:51[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:35:51[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 0
[36m[1m 0[22m[39m 0 52
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:35:57[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:35:59[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:35:59[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:36:03[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:36:06[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.25[39m[90m minutes ([39m[90mReal: [39m[90m14.78[39m[90m; User: [39m[90m24.56[39m[90m; System: [39m[90m0.78[39m[90m)[39m
[90m[2020-06-29 06:36:06[1m FUN[22m] [39mRunning grid line #19 of 40...
[90m[2020-06-29 06:36:06[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:36:06[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:36:06[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 1 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.8571
[0m F1[0m NA
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:36:11[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:36:12[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:36:12[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:36:15[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:36:17[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.91[39m[90m; User: [39m[90m17.81[39m[90m; System: [39m[90m0.71[39m[90m)[39m
[90m[2020-06-29 06:36:17[1m FUN[22m] [39mRunning grid line #20 of 40...
[90m[2020-06-29 06:36:17[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:36:17[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:36:17[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 1 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.8571
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:36:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:36:25[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:36:25[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:36:29[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:36:32[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.25[39m[90m minutes ([39m[90mReal: [39m[90m15.16[39m[90m; User: [39m[90m24.53[39m[90m; System: [39m[90m0.72[39m[90m)[39m
[90m[2020-06-29 06:36:32[1m FUN[22m] [39mRunning grid line #21 of 40...
[90m[2020-06-29 06:36:32[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:36:32[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:36:32[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 1 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.3333
[0m NPV[0m 0.8000
[0m F1[0m 0.4000
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:36:36[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:36:37[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:36:37[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:36:38[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:36:39[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.70[39m[90m; User: [39m[90m9.83[39m[90m; System: [39m[90m0.47[39m[90m)[39m
[90m[2020-06-29 06:36:39[1m FUN[22m] [39mRunning grid line #22 of 40...
[90m[2020-06-29 06:36:39[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:36:39[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:36:39[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 3
[36m[1m 0[22m[39m 0 48
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9412
[0mBalanced Accuracy[0m 0.9706
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.3333
[0m NPV[0m 1.0000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:36:43[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:36:43[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:36:43[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:36:44[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:36:45[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6.03[39m[90m; User: [39m[90m8.64[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 06:36:45[1m FUN[22m] [39mRunning grid line #23 of 40...
[90m[2020-06-29 06:36:45[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:36:45[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:36:45[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 3
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9423
[0mBalanced Accuracy[0m 0.9712
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.9531
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:36:50[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:36:50[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:36:50[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:36:52[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:36:53[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.41[39m[90m; User: [39m[90m12.79[39m[90m; System: [39m[90m0.58[39m[90m)[39m
[90m[2020-06-29 06:36:54[1m FUN[22m] [39mRunning grid line #24 of 40...
[90m[2020-06-29 06:36:54[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:36:54[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:36:54[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 3
[36m[1m 0[22m[39m 0 48
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9412
[0mBalanced Accuracy[0m 0.9706
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 1
[36m[1m 0[22m[39m 1 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.4167
[0m PPV[0m 0.0000
[0m NPV[0m 0.8333
[0m F1[0m NA
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:36:59[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:37:00[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:37:00[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:37:02[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:37:03[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.77[39m[90m; User: [39m[90m14.97[39m[90m; System: [39m[90m0.75[39m[90m)[39m
[90m[2020-06-29 06:37:03[1m FUN[22m] [39mRunning grid line #25 of 40...
[90m[2020-06-29 06:37:04[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:37:04[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:37:04[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9167
[0m NPV[0m 1.0000
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:37:08[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:37:09[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:37:09[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:37:11[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:37:13[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.21[39m[90m; User: [39m[90m14.19[39m[90m; System: [39m[90m0.66[39m[90m)[39m
[90m[2020-06-29 06:37:13[1m FUN[22m] [39mRunning grid line #26 of 40...
[90m[2020-06-29 06:37:13[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:37:13[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:37:13[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 1
[36m[1m 0[22m[39m 0 51
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9808
[0mBalanced Accuracy[0m 0.9904
[0m PPV[0m 0.9231
[0m NPV[0m 1.0000
[0m F1[0m 0.9600
[0m Accuracy[0m 0.9844
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:37:18[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:37:19[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:37:19[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:37:21[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:37:23[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.26[39m[90m; User: [39m[90m16.02[39m[90m; System: [39m[90m0.79[39m[90m)[39m
[90m[2020-06-29 06:37:23[1m FUN[22m] [39mRunning grid line #27 of 40...
[90m[2020-06-29 06:37:23[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:37:23[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:37:24[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 3
[36m[1m 0[22m[39m 0 48
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9412
[0mBalanced Accuracy[0m 0.9706
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:37:28[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:37:29[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:37:29[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:37:30[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:37:31[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.96[39m[90m; User: [39m[90m11.39[39m[90m; System: [39m[90m0.45[39m[90m)[39m
[90m[2020-06-29 06:37:31[1m FUN[22m] [39mRunning grid line #28 of 40...
[90m[2020-06-29 06:37:31[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:37:31[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:37:32[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 0
[36m[1m 0[22m[39m 0 52
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:37:38[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:37:39[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:37:39[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:37:42[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:37:48[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.28[39m[90m minutes ([39m[90mReal: [39m[90m16.70[39m[90m; User: [39m[90m17.88[39m[90m; System: [39m[90m1.05[39m[90m)[39m
[90m[2020-06-29 06:37:48[1m FUN[22m] [39mRunning grid line #29 of 40...
[90m[2020-06-29 06:37:48[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:37:49[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:37:49[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9231
[0m NPV[0m 1.0000
[0m F1[0m 0.9600
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 1 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.8571
[0m F1[0m NA
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:37:55[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:37:56[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:37:56[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:37:58[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:37:59[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.97[39m[90m; User: [39m[90m12.48[39m[90m; System: [39m[90m0.62[39m[90m)[39m
[90m[2020-06-29 06:37:59[1m FUN[22m] [39mRunning grid line #30 of 40...
[90m[2020-06-29 06:38:00[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:38:00[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:38:00[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 2 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.7500
[0m F1[0m NA
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:38:06[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:38:07[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:38:07[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:38:10[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:38:12[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m12.13[39m[90m; User: [39m[90m16.35[39m[90m; System: [39m[90m0.97[39m[90m)[39m
[90m[2020-06-29 06:38:12[1m FUN[22m] [39mRunning grid line #31 of 40...
[90m[2020-06-29 06:38:12[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:38:12[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:38:12[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 43
[36m[1m 0[22m[39m 10 8
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0909
[0m Specificity[0m 0.1569
[0mBalanced Accuracy[0m 0.1239
[0m PPV[0m 0.0227
[0m NPV[0m 0.4444
[0m F1[0m 0.0364
[0m Accuracy[0m 0.1452
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 4
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.1667
[0m PPV[0m 0.0000
[0m NPV[0m 0.5000
[0m F1[0m NA
[0m Accuracy[0m 0.2500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:38:16[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:38:16[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:38:16[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:38:16[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:38:17[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.19[39m[90m; User: [39m[90m5.25[39m[90m; System: [39m[90m0.59[39m[90m)[39m
[90m[2020-06-29 06:38:17[1m FUN[22m] [39mRunning grid line #32 of 40...
[90m[2020-06-29 06:38:17[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:38:17[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:38:18[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 45
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.1176
[0mBalanced Accuracy[0m 0.5588
[0m PPV[0m 0.2105
[0m NPV[0m 1.0000
[0m F1[0m 0.3478
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 6
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1429
[0m NPV[0m NA
[0m F1[0m 0.2500
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:38:21[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:38:21[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:38:21[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:38:22[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:38:22[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.97[39m[90m; User: [39m[90m6.05[39m[90m; System: [39m[90m0.38[39m[90m)[39m
[90m[2020-06-29 06:38:22[1m FUN[22m] [39mRunning grid line #33 of 40...
[90m[2020-06-29 06:38:22[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:38:22[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:38:23[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 52
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1875
[0m NPV[0m NA
[0m F1[0m 0.3158
[0m Accuracy[0m 0.1875
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 5
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1667
[0m NPV[0m NA
[0m F1[0m 0.2857
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:38:26[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:38:26[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:38:26[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:38:26[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:38:26[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.08[39m[90m; User: [39m[90m4.52[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 06:38:26[1m FUN[22m] [39mRunning grid line #34 of 40...
[90m[2020-06-29 06:38:26[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:38:27[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:38:27[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 51
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1905
[0m NPV[0m NA
[0m F1[0m 0.3200
[0m Accuracy[0m 0.1905
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 6
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1429
[0m NPV[0m NA
[0m F1[0m 0.2500
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:38:29[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:38:30[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:38:30[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:38:30[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:38:30[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.55[39m[90m; User: [39m[90m4.06[39m[90m; System: [39m[90m0.22[39m[90m)[39m
[90m[2020-06-29 06:38:30[1m FUN[22m] [39mRunning grid line #35 of 40...
[90m[2020-06-29 06:38:30[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:38:30[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:38:31[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 42
[36m[1m 0[22m[39m 10 9
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0909
[0m Specificity[0m 0.1765
[0mBalanced Accuracy[0m 0.1337
[0m PPV[0m 0.0233
[0m NPV[0m 0.4737
[0m F1[0m 0.0370
[0m Accuracy[0m 0.1613
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 5
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.1667
[0mBalanced Accuracy[0m 0.0833
[0m PPV[0m 0.0000
[0m NPV[0m 0.3333
[0m F1[0m NA
[0m Accuracy[0m 0.1250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:38:34[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:38:34[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:38:34[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:38:34[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:38:35[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.39[39m[90m; User: [39m[90m4.99[39m[90m; System: [39m[90m0.55[39m[90m)[39m
[90m[2020-06-29 06:38:35[1m FUN[22m] [39mRunning grid line #36 of 40...
[90m[2020-06-29 06:38:35[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:38:35[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:38:35[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 42
[36m[1m 0[22m[39m 11 10
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0833
[0m Specificity[0m 0.1923
[0mBalanced Accuracy[0m 0.1378
[0m PPV[0m 0.0233
[0m NPV[0m 0.4762
[0m F1[0m 0.0364
[0m Accuracy[0m 0.1719
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 5
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.0000
[0m PPV[0m 0.0000
[0m NPV[0m 0.0000
[0m F1[0m NA
[0m Accuracy[0m 0.0000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:38:38[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:38:38[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:38:38[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:38:38[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:38:39[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.08[39m[90m; User: [39m[90m4.89[39m[90m; System: [39m[90m0.37[39m[90m)[39m
[90m[2020-06-29 06:38:39[1m FUN[22m] [39mRunning grid line #37 of 40...
[90m[2020-06-29 06:38:39[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:38:39[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:38:39[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 45
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.1176
[0mBalanced Accuracy[0m 0.5588
[0m PPV[0m 0.2105
[0m NPV[0m 1.0000
[0m F1[0m 0.3478
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 6
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1429
[0m NPV[0m NA
[0m F1[0m 0.2500
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:38:42[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:38:42[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:38:43[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:38:43[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:38:43[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4[39m[90m; User: [39m[90m4.62[39m[90m; System: [39m[90m0.21[39m[90m)[39m
[90m[2020-06-29 06:38:43[1m FUN[22m] [39mRunning grid line #38 of 40...
[90m[2020-06-29 06:38:43[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:38:43[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:38:43[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 46
[36m[1m 0[22m[39m 11 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0833
[0m Specificity[0m 0.1154
[0mBalanced Accuracy[0m 0.0994
[0m PPV[0m 0.0213
[0m NPV[0m 0.3529
[0m F1[0m 0.0339
[0m Accuracy[0m 0.1094
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 3
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.4000
[0mBalanced Accuracy[0m 0.2000
[0m PPV[0m 0.0000
[0m NPV[0m 0.6667
[0m F1[0m NA
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:38:46[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:38:46[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:38:46[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:38:47[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:38:47[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.76[39m[90m; User: [39m[90m4.27[39m[90m; System: [39m[90m0.32[39m[90m)[39m
[90m[2020-06-29 06:38:47[1m FUN[22m] [39mRunning grid line #39 of 40...
[90m[2020-06-29 06:38:47[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:38:47[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:38:47[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 47
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0784
[0mBalanced Accuracy[0m 0.5392
[0m PPV[0m 0.2034
[0m NPV[0m 1.0000
[0m F1[0m 0.3380
[0m Accuracy[0m 0.2540
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 4
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.2000
[0m NPV[0m 1.0000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:38:50[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:38:50[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:38:51[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:38:51[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:38:51[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m3.96[39m[90m; User: [39m[90m4.59[39m[90m; System: [39m[90m0.43[39m[90m)[39m
[90m[2020-06-29 06:38:51[1m FUN[22m] [39mRunning grid line #40 of 40...
[90m[2020-06-29 06:38:51[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:38:51[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:38:51[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 51
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1774
[0m NPV[0m NA
[0m F1[0m 0.3014
[0m Accuracy[0m 0.1774
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 5
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.1667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.2857
[0m NPV[0m 1.0000
[0m F1[0m 0.4444
[0m Accuracy[0m 0.3750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:38:54[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:38:54[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:38:54[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:38:54[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:38:54[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.37[39m[90m; User: [39m[90m3.91[39m[90m; System: [39m[90m0.22[39m[90m)[39m
[90m[2020-06-29 06:39:07[1m FUN[22m] [39mRunning grid line #1 of 40...
[90m[2020-06-29 06:39:07[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:39:07[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:39:07[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 9
[36m[1m 0[22m[39m 0 42
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8235
[0mBalanced Accuracy[0m 0.9118
[0m PPV[0m 0.5500
[0m NPV[0m 1.0000
[0m F1[0m 0.7097
[0m Accuracy[0m 0.8548
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:39:13[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:39:14[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:39:14[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:39:17[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:39:19[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m12.17[39m[90m; User: [39m[90m19.08[39m[90m; System: [39m[90m0.90[39m[90m)[39m
[90m[2020-06-29 06:39:19[1m FUN[22m] [39mRunning grid line #2 of 40...
[90m[2020-06-29 06:39:19[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:39:19[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:39:19[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 9
[36m[1m 0[22m[39m 1 42
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.8235
[0mBalanced Accuracy[0m 0.8701
[0m PPV[0m 0.5500
[0m NPV[0m 0.9767
[0m F1[0m 0.6875
[0m Accuracy[0m 0.8413
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:39:25[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:39:25[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:39:25[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:39:28[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:39:30[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.75[39m[90m; User: [39m[90m17.02[39m[90m; System: [39m[90m0.60[39m[90m)[39m
[90m[2020-06-29 06:39:30[1m FUN[22m] [39mRunning grid line #3 of 40...
[90m[2020-06-29 06:39:30[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:39:30[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:39:30[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 5
[36m[1m 0[22m[39m 0 47
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9038
[0mBalanced Accuracy[0m 0.9519
[0m PPV[0m 0.7059
[0m NPV[0m 1.0000
[0m F1[0m 0.8276
[0m Accuracy[0m 0.9219
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:39:35[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:39:36[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:39:36[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:39:39[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:39:41[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m11.01[39m[90m; User: [39m[90m17.21[39m[90m; System: [39m[90m0.57[39m[90m)[39m
[90m[2020-06-29 06:39:41[1m FUN[22m] [39mRunning grid line #4 of 40...
[90m[2020-06-29 06:39:41[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:39:41[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:39:42[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 6
[36m[1m 0[22m[39m 1 45
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.8824
[0mBalanced Accuracy[0m 0.8995
[0m PPV[0m 0.6471
[0m NPV[0m 0.9783
[0m F1[0m 0.7586
[0m Accuracy[0m 0.8889
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:39:47[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:39:47[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:39:47[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:39:50[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:39:52[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.26[39m[90m; User: [39m[90m16.53[39m[90m; System: [39m[90m0.62[39m[90m)[39m
[90m[2020-06-29 06:39:52[1m FUN[22m] [39mRunning grid line #5 of 40...
[90m[2020-06-29 06:39:52[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:39:52[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:39:52[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 5
[36m[1m 0[22m[39m 0 46
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9020
[0mBalanced Accuracy[0m 0.9510
[0m PPV[0m 0.6875
[0m NPV[0m 1.0000
[0m F1[0m 0.8148
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:39:57[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:39:58[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:39:58[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:40:00[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:40:02[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.14[39m[90m; User: [39m[90m15.69[39m[90m; System: [39m[90m0.66[39m[90m)[39m
[90m[2020-06-29 06:40:02[1m FUN[22m] [39mRunning grid line #6 of 40...
[90m[2020-06-29 06:40:02[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:40:02[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:40:02[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 8
[36m[1m 0[22m[39m 1 44
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.8462
[0mBalanced Accuracy[0m 0.8814
[0m PPV[0m 0.5789
[0m NPV[0m 0.9778
[0m F1[0m 0.7097
[0m Accuracy[0m 0.8594
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6000
[0mBalanced Accuracy[0m 0.8000
[0m PPV[0m 0.3333
[0m NPV[0m 1.0000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:40:07[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:40:08[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:40:08[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:40:11[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:40:13[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.61[39m[90m; User: [39m[90m16.87[39m[90m; System: [39m[90m0.67[39m[90m)[39m
[90m[2020-06-29 06:40:13[1m FUN[22m] [39mRunning grid line #7 of 40...
[90m[2020-06-29 06:40:13[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:40:13[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:40:13[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 5
[36m[1m 0[22m[39m 1 46
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.9020
[0mBalanced Accuracy[0m 0.9093
[0m PPV[0m 0.6875
[0m NPV[0m 0.9787
[0m F1[0m 0.7857
[0m Accuracy[0m 0.9048
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 1 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.8571
[0m F1[0m NA
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:40:17[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:40:18[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:40:18[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:40:20[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:40:22[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.14[39m[90m; User: [39m[90m14.16[39m[90m; System: [39m[90m0.61[39m[90m)[39m
[90m[2020-06-29 06:40:22[1m FUN[22m] [39mRunning grid line #8 of 40...
[90m[2020-06-29 06:40:22[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:40:22[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:40:22[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 4
[36m[1m 0[22m[39m 1 48
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.9231
[0mBalanced Accuracy[0m 0.9199
[0m PPV[0m 0.7333
[0m NPV[0m 0.9796
[0m F1[0m 0.8148
[0m Accuracy[0m 0.9219
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 1
[36m[1m 0[22m[39m 1 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.8000
[0mBalanced Accuracy[0m 0.4000
[0m PPV[0m 0.0000
[0m NPV[0m 0.8000
[0m F1[0m NA
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:40:27[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:40:27[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:40:27[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:40:29[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:40:30[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.25[39m[90m; User: [39m[90m12.17[39m[90m; System: [39m[90m0.40[39m[90m)[39m
[90m[2020-06-29 06:40:30[1m FUN[22m] [39mRunning grid line #9 of 40...
[90m[2020-06-29 06:40:30[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:40:30[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:40:31[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 4
[36m[1m 0[22m[39m 2 47
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 0.9216
[0mBalanced Accuracy[0m 0.8775
[0m PPV[0m 0.7143
[0m NPV[0m 0.9592
[0m F1[0m 0.7692
[0m Accuracy[0m 0.9048
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:40:35[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:40:36[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:40:36[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:40:39[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:40:40[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m9.91[39m[90m; User: [39m[90m15.21[39m[90m; System: [39m[90m0.61[39m[90m)[39m
[90m[2020-06-29 06:40:40[1m FUN[22m] [39mRunning grid line #10 of 40...
[90m[2020-06-29 06:40:40[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:40:40[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:40:41[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 8
[36m[1m 0[22m[39m 0 43
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8431
[0mBalanced Accuracy[0m 0.9216
[0m PPV[0m 0.5789
[0m NPV[0m 1.0000
[0m F1[0m 0.7333
[0m Accuracy[0m 0.8710
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:40:46[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:40:47[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:40:47[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:40:50[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:40:52[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m11.91[39m[90m; User: [39m[90m19.40[39m[90m; System: [39m[90m0.78[39m[90m)[39m
[90m[2020-06-29 06:40:52[1m FUN[22m] [39mRunning grid line #11 of 40...
[90m[2020-06-29 06:40:52[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:40:52[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:40:53[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:41:00[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:41:01[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:41:01[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:41:05[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:41:08[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.26[39m[90m minutes ([39m[90mReal: [39m[90m15.75[39m[90m; User: [39m[90m26.09[39m[90m; System: [39m[90m0.88[39m[90m)[39m
[90m[2020-06-29 06:41:08[1m FUN[22m] [39mRunning grid line #12 of 40...
[90m[2020-06-29 06:41:08[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:41:08[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:41:09[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 1 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9387
[0m PPV[0m 0.8462
[0m NPV[0m 0.9800
[0m F1[0m 0.8800
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:41:15[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:41:16[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:41:16[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:41:20[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:41:23[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.24[39m[90m minutes ([39m[90mReal: [39m[90m14.45[39m[90m; User: [39m[90m24.29[39m[90m; System: [39m[90m0.85[39m[90m)[39m
[90m[2020-06-29 06:41:23[1m FUN[22m] [39mRunning grid line #13 of 40...
[90m[2020-06-29 06:41:23[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:41:23[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:41:23[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 2
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9615
[0mBalanced Accuracy[0m 0.9808
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.9688
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:41:30[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:41:31[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:41:31[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:41:35[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:41:38[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.24[39m[90m minutes ([39m[90mReal: [39m[90m14.64[39m[90m; User: [39m[90m23.78[39m[90m; System: [39m[90m0.82[39m[90m)[39m
[90m[2020-06-29 06:41:38[1m FUN[22m] [39mRunning grid line #14 of 40...
[90m[2020-06-29 06:41:38[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:41:38[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:41:38[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 1 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9387
[0m PPV[0m 0.8462
[0m NPV[0m 0.9800
[0m F1[0m 0.8800
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:41:45[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:41:46[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:41:46[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:41:51[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:41:54[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.27[39m[90m minutes ([39m[90mReal: [39m[90m16.35[39m[90m; User: [39m[90m27.47[39m[90m; System: [39m[90m0.92[39m[90m)[39m
[90m[2020-06-29 06:41:54[1m FUN[22m] [39mRunning grid line #15 of 40...
[90m[2020-06-29 06:41:54[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:41:54[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:41:54[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9167
[0m NPV[0m 1.0000
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:42:01[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:42:02[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:42:02[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:42:05[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:42:08[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.23[39m[90m minutes ([39m[90mReal: [39m[90m13.69[39m[90m; User: [39m[90m22.22[39m[90m; System: [39m[90m0.69[39m[90m)[39m
[90m[2020-06-29 06:42:08[1m FUN[22m] [39mRunning grid line #16 of 40...
[90m[2020-06-29 06:42:08[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:42:08[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:42:08[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 2
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9615
[0mBalanced Accuracy[0m 0.9808
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.9688
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:42:14[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:42:15[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:42:15[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:42:18[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:42:21[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.57[39m[90m; User: [39m[90m20.60[39m[90m; System: [39m[90m0.75[39m[90m)[39m
[90m[2020-06-29 06:42:21[1m FUN[22m] [39mRunning grid line #17 of 40...
[90m[2020-06-29 06:42:21[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:42:21[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:42:21[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 1 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.8571
[0m F1[0m NA
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:42:26[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:42:27[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:42:27[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:42:30[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:42:32[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.41[39m[90m; User: [39m[90m17.86[39m[90m; System: [39m[90m0.76[39m[90m)[39m
[90m[2020-06-29 06:42:32[1m FUN[22m] [39mRunning grid line #18 of 40...
[90m[2020-06-29 06:42:32[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:42:32[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:42:33[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 1 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.9615
[0mBalanced Accuracy[0m 0.9391
[0m PPV[0m 0.8462
[0m NPV[0m 0.9804
[0m F1[0m 0.8800
[0m Accuracy[0m 0.9531
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 1 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.8333
[0m F1[0m NA
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:42:38[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:42:39[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:42:40[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:42:43[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:42:45[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.43[39m[90m; User: [39m[90m19.61[39m[90m; System: [39m[90m0.71[39m[90m)[39m
[90m[2020-06-29 06:42:45[1m FUN[22m] [39mRunning grid line #19 of 40...
[90m[2020-06-29 06:42:45[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:42:45[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:42:45[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:42:51[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:42:52[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:42:52[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:42:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:42:59[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.23[39m[90m minutes ([39m[90mReal: [39m[90m14.08[39m[90m; User: [39m[90m23.28[39m[90m; System: [39m[90m0.74[39m[90m)[39m
[90m[2020-06-29 06:42:59[1m FUN[22m] [39mRunning grid line #20 of 40...
[90m[2020-06-29 06:42:59[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:42:59[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:42:59[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 3
[36m[1m 0[22m[39m 0 48
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9412
[0mBalanced Accuracy[0m 0.9706
[0m PPV[0m 0.7857
[0m NPV[0m 1.0000
[0m F1[0m 0.8800
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:43:06[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:43:07[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:43:07[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:43:11[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:43:14[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.24[39m[90m minutes ([39m[90mReal: [39m[90m14.59[39m[90m; User: [39m[90m24.08[39m[90m; System: [39m[90m0.92[39m[90m)[39m
[90m[2020-06-29 06:43:14[1m FUN[22m] [39mRunning grid line #21 of 40...
[90m[2020-06-29 06:43:14[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:43:14[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:43:14[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 3
[36m[1m 0[22m[39m 0 48
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9412
[0mBalanced Accuracy[0m 0.9706
[0m PPV[0m 0.7857
[0m NPV[0m 1.0000
[0m F1[0m 0.8800
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 1 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.8571
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:43:19[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:43:19[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:43:19[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:43:21[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:43:23[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.83[39m[90m; User: [39m[90m13.88[39m[90m; System: [39m[90m0.66[39m[90m)[39m
[90m[2020-06-29 06:43:23[1m FUN[22m] [39mRunning grid line #22 of 40...
[90m[2020-06-29 06:43:23[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:43:23[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:43:23[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9231
[0m NPV[0m 1.0000
[0m F1[0m 0.9600
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:43:27[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:43:27[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:43:28[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:43:29[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:43:30[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.06[39m[90m; User: [39m[90m10.47[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 06:43:30[1m FUN[22m] [39mRunning grid line #23 of 40...
[90m[2020-06-29 06:43:30[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:43:30[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:43:30[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 2
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9615
[0mBalanced Accuracy[0m 0.9808
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.9688
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:43:36[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:43:36[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:43:36[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:43:38[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:43:40[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.16[39m[90m; User: [39m[90m16.02[39m[90m; System: [39m[90m0.65[39m[90m)[39m
[90m[2020-06-29 06:43:40[1m FUN[22m] [39mRunning grid line #24 of 40...
[90m[2020-06-29 06:43:40[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:43:40[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:43:41[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9231
[0m NPV[0m 1.0000
[0m F1[0m 0.9600
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:43:45[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:43:45[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:43:45[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:43:46[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:43:47[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m6.93[39m[90m; User: [39m[90m10.56[39m[90m; System: [39m[90m0.26[39m[90m)[39m
[90m[2020-06-29 06:43:47[1m FUN[22m] [39mRunning grid line #25 of 40...
[90m[2020-06-29 06:43:47[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:43:47[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:43:48[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 9 1
[36m[1m 0[22m[39m 2 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8182
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.8993
[0m PPV[0m 0.9000
[0m NPV[0m 0.9615
[0m F1[0m 0.8571
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:43:52[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:43:52[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:43:52[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:43:53[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:43:54[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.69[39m[90m; User: [39m[90m9.72[39m[90m; System: [39m[90m0.54[39m[90m)[39m
[90m[2020-06-29 06:43:54[1m FUN[22m] [39mRunning grid line #26 of 40...
[90m[2020-06-29 06:43:54[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:43:54[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:43:54[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 0
[36m[1m 0[22m[39m 0 52
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 1
[36m[1m 0[22m[39m 1 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.8000
[0mBalanced Accuracy[0m 0.4000
[0m PPV[0m 0.0000
[0m NPV[0m 0.8000
[0m F1[0m NA
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:43:59[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:43:59[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:43:59[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:44:00[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:44:02[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.70[39m[90m; User: [39m[90m11.25[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 06:44:02[1m FUN[22m] [39mRunning grid line #27 of 40...
[90m[2020-06-29 06:44:02[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:44:02[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:44:02[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9231
[0m NPV[0m 1.0000
[0m F1[0m 0.9600
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 1 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.8571
[0m F1[0m NA
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:44:06[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:44:07[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:44:07[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:44:08[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:44:09[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.72[39m[90m; User: [39m[90m9.73[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 06:44:09[1m FUN[22m] [39mRunning grid line #28 of 40...
[90m[2020-06-29 06:44:09[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:44:09[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:44:09[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 2
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9615
[0mBalanced Accuracy[0m 0.9808
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.9688
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 1 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.8333
[0m F1[0m NA
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:44:12[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:44:13[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:44:13[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:44:13[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:44:14[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.89[39m[90m; User: [39m[90m6.36[39m[90m; System: [39m[90m0.55[39m[90m)[39m
[90m[2020-06-29 06:44:14[1m FUN[22m] [39mRunning grid line #29 of 40...
[90m[2020-06-29 06:44:14[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:44:14[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:44:14[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:44:19[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:44:20[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:44:20[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:44:23[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:44:24[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.61[39m[90m; User: [39m[90m16.74[39m[90m; System: [39m[90m0.66[39m[90m)[39m
[90m[2020-06-29 06:44:24[1m FUN[22m] [39mRunning grid line #30 of 40...
[90m[2020-06-29 06:44:25[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:44:25[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:44:25[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:44:29[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:44:30[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:44:30[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:44:31[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:44:32[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.73[39m[90m; User: [39m[90m10.77[39m[90m; System: [39m[90m0.52[39m[90m)[39m
[90m[2020-06-29 06:44:32[1m FUN[22m] [39mRunning grid line #31 of 40...
[90m[2020-06-29 06:44:32[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:44:33[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:44:33[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 50
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0196
[0mBalanced Accuracy[0m 0.5098
[0m PPV[0m 0.1803
[0m NPV[0m 1.0000
[0m F1[0m 0.3056
[0m Accuracy[0m 0.1935
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 6
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.2500
[0m NPV[0m NA
[0m F1[0m 0.4000
[0m Accuracy[0m 0.2500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:44:36[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:44:36[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:44:36[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:44:36[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:44:36[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.63[39m[90m; User: [39m[90m4.24[39m[90m; System: [39m[90m0.30[39m[90m)[39m
[90m[2020-06-29 06:44:36[1m FUN[22m] [39mRunning grid line #32 of 40...
[90m[2020-06-29 06:44:36[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:44:36[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:44:37[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 40
[36m[1m 0[22m[39m 11 11
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0833
[0m Specificity[0m 0.2157
[0mBalanced Accuracy[0m 0.1495
[0m PPV[0m 0.0244
[0m NPV[0m 0.5000
[0m F1[0m 0.0377
[0m Accuracy[0m 0.1905
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 5
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.1667
[0mBalanced Accuracy[0m 0.0833
[0m PPV[0m 0.0000
[0m NPV[0m 0.5000
[0m F1[0m NA
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:44:39[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:44:40[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:44:40[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:44:40[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:44:40[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m3.99[39m[90m; User: [39m[90m4.73[39m[90m; System: [39m[90m0.29[39m[90m)[39m
[90m[2020-06-29 06:44:40[1m FUN[22m] [39mRunning grid line #33 of 40...
[90m[2020-06-29 06:44:40[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:44:40[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:44:41[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 48
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0769
[0mBalanced Accuracy[0m 0.5385
[0m PPV[0m 0.2000
[0m NPV[0m 1.0000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.2500
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 5
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1667
[0m NPV[0m NA
[0m F1[0m 0.2857
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:44:44[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:44:44[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:44:44[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:44:44[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:44:45[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.29[39m[90m; User: [39m[90m5.19[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 06:44:45[1m FUN[22m] [39mRunning grid line #34 of 40...
[90m[2020-06-29 06:44:45[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:44:45[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:44:45[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 41
[36m[1m 0[22m[39m 11 10
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0833
[0m Specificity[0m 0.1961
[0mBalanced Accuracy[0m 0.1397
[0m PPV[0m 0.0238
[0m NPV[0m 0.4762
[0m F1[0m 0.0370
[0m Accuracy[0m 0.1746
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 5
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.1667
[0mBalanced Accuracy[0m 0.0833
[0m PPV[0m 0.0000
[0m NPV[0m 0.5000
[0m F1[0m NA
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:44:48[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:44:48[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:44:48[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:44:48[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:44:49[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m3.94[39m[90m; User: [39m[90m4.67[39m[90m; System: [39m[90m0.25[39m[90m)[39m
[90m[2020-06-29 06:44:49[1m FUN[22m] [39mRunning grid line #35 of 40...
[90m[2020-06-29 06:44:49[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:44:49[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:44:49[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 47
[36m[1m 0[22m[39m 5 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5455
[0m Specificity[0m 0.0784
[0mBalanced Accuracy[0m 0.3119
[0m PPV[0m 0.1132
[0m NPV[0m 0.4444
[0m F1[0m 0.1875
[0m Accuracy[0m 0.1613
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 5
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.1667
[0mBalanced Accuracy[0m 0.0833
[0m PPV[0m 0.0000
[0m NPV[0m 0.3333
[0m F1[0m NA
[0m Accuracy[0m 0.1250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:44:52[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:44:53[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:44:53[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:44:53[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:44:53[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.31[39m[90m; User: [39m[90m5.22[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 06:44:53[1m FUN[22m] [39mRunning grid line #36 of 40...
[90m[2020-06-29 06:44:53[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:44:53[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:44:54[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 39
[36m[1m 0[22m[39m 11 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0833
[0m Specificity[0m 0.2500
[0mBalanced Accuracy[0m 0.1667
[0m PPV[0m 0.0250
[0m NPV[0m 0.5417
[0m F1[0m 0.0385
[0m Accuracy[0m 0.2188
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 2
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.6000
[0mBalanced Accuracy[0m 0.3000
[0m PPV[0m 0.0000
[0m NPV[0m 0.7500
[0m F1[0m NA
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:44:56[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:44:56[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:44:57[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:44:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:44:57[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.64[39m[90m; User: [39m[90m4.31[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 06:44:57[1m FUN[22m] [39mRunning grid line #37 of 40...
[90m[2020-06-29 06:44:57[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:44:57[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:44:57[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 48
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0588
[0mBalanced Accuracy[0m 0.5294
[0m PPV[0m 0.2000
[0m NPV[0m 1.0000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.2381
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 6
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1429
[0m NPV[0m NA
[0m F1[0m 0.2500
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:45:01[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:45:01[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:45:01[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:45:01[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:45:01[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.26[39m[90m; User: [39m[90m5.26[39m[90m; System: [39m[90m0.47[39m[90m)[39m
[90m[2020-06-29 06:45:01[1m FUN[22m] [39mRunning grid line #38 of 40...
[90m[2020-06-29 06:45:01[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:45:02[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:45:02[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 46
[36m[1m 0[22m[39m 11 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0833
[0m Specificity[0m 0.1154
[0mBalanced Accuracy[0m 0.0994
[0m PPV[0m 0.0213
[0m NPV[0m 0.3529
[0m F1[0m 0.0339
[0m Accuracy[0m 0.1094
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 4
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.2000
[0mBalanced Accuracy[0m 0.6000
[0m PPV[0m 0.2000
[0m NPV[0m 1.0000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:45:05[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:45:05[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:45:05[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:45:05[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:45:05[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.85[39m[90m; User: [39m[90m4.61[39m[90m; System: [39m[90m0.32[39m[90m)[39m
[90m[2020-06-29 06:45:05[1m FUN[22m] [39mRunning grid line #39 of 40...
[90m[2020-06-29 06:45:05[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:45:06[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:45:06[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 47
[36m[1m 0[22m[39m 1 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.0784
[0mBalanced Accuracy[0m 0.4975
[0m PPV[0m 0.1897
[0m NPV[0m 0.8000
[0m F1[0m 0.3143
[0m Accuracy[0m 0.2381
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 5
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.1667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.1667
[0m NPV[0m 1.0000
[0m F1[0m 0.2857
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:45:09[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:45:09[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:45:09[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:45:10[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:45:10[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.68[39m[90m; User: [39m[90m5.95[39m[90m; System: [39m[90m0.45[39m[90m)[39m
[90m[2020-06-29 06:45:10[1m FUN[22m] [39mRunning grid line #40 of 40...
[90m[2020-06-29 06:45:10[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:45:10[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:45:11[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 49
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0392
[0mBalanced Accuracy[0m 0.5196
[0m PPV[0m 0.1833
[0m NPV[0m 1.0000
[0m F1[0m 0.3099
[0m Accuracy[0m 0.2097
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 6
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.2500
[0m NPV[0m NA
[0m F1[0m 0.4000
[0m Accuracy[0m 0.2500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:45:13[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:45:14[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:45:14[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:45:14[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:45:14[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.70[39m[90m; User: [39m[90m4.40[39m[90m; System: [39m[90m0.29[39m[90m)[39m
[90m[2020-06-29 06:45:25[1m FUN[22m] [39mRunning grid line #1 of 40...
[90m[2020-06-29 06:45:25[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:45:25[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:45:25[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 10
[36m[1m 0[22m[39m 0 41
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8039
[0mBalanced Accuracy[0m 0.9020
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8361
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:45:29[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:45:30[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:45:30[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:45:32[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:45:34[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.04[39m[90m; User: [39m[90m13.68[39m[90m; System: [39m[90m0.63[39m[90m)[39m
[90m[2020-06-29 06:45:34[1m FUN[22m] [39mRunning grid line #2 of 40...
[90m[2020-06-29 06:45:34[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:45:34[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:45:34[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 2
[36m[1m 0[22m[39m 1 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.3333
[0m PPV[0m 0.0000
[0m NPV[0m 0.8000
[0m F1[0m NA
[0m Accuracy[0m 0.5714
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:45:38[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:45:39[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:45:39[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:45:41[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:45:42[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.68[39m[90m; User: [39m[90m13.52[39m[90m; System: [39m[90m0.52[39m[90m)[39m
[90m[2020-06-29 06:45:43[1m FUN[22m] [39mRunning grid line #3 of 40...
[90m[2020-06-29 06:45:43[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:45:43[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:45:43[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 10
[36m[1m 0[22m[39m 0 42
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8077
[0mBalanced Accuracy[0m 0.9038
[0m PPV[0m 0.5238
[0m NPV[0m 1.0000
[0m F1[0m 0.6875
[0m Accuracy[0m 0.8413
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:45:47[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:45:48[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:45:48[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:45:50[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:45:52[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.14[39m[90m; User: [39m[90m14.15[39m[90m; System: [39m[90m0.66[39m[90m)[39m
[90m[2020-06-29 06:45:52[1m FUN[22m] [39mRunning grid line #4 of 40...
[90m[2020-06-29 06:45:52[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:45:52[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:45:52[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 9
[36m[1m 0[22m[39m 0 42
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8235
[0mBalanced Accuracy[0m 0.9118
[0m PPV[0m 0.5500
[0m NPV[0m 1.0000
[0m F1[0m 0.7097
[0m Accuracy[0m 0.8548
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:45:57[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:45:57[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:45:57[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:45:59[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:46:01[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.74[39m[90m; User: [39m[90m12.95[39m[90m; System: [39m[90m0.72[39m[90m)[39m
[90m[2020-06-29 06:46:01[1m FUN[22m] [39mRunning grid line #5 of 40...
[90m[2020-06-29 06:46:01[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:46:01[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:46:01[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 5
[36m[1m 0[22m[39m 0 46
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9020
[0mBalanced Accuracy[0m 0.9510
[0m PPV[0m 0.6875
[0m NPV[0m 1.0000
[0m F1[0m 0.8148
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 1 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.8571
[0m F1[0m NA
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:46:05[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:46:05[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:46:06[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:46:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:46:08[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.53[39m[90m; User: [39m[90m11.29[39m[90m; System: [39m[90m0.63[39m[90m)[39m
[90m[2020-06-29 06:46:08[1m FUN[22m] [39mRunning grid line #6 of 40...
[90m[2020-06-29 06:46:08[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:46:08[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:46:09[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 9
[36m[1m 0[22m[39m 0 43
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8269
[0mBalanced Accuracy[0m 0.9135
[0m PPV[0m 0.5500
[0m NPV[0m 1.0000
[0m F1[0m 0.7097
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:46:13[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:46:14[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:46:14[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:46:16[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:46:17[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.40[39m[90m; User: [39m[90m12.72[39m[90m; System: [39m[90m0.61[39m[90m)[39m
[90m[2020-06-29 06:46:17[1m FUN[22m] [39mRunning grid line #7 of 40...
[90m[2020-06-29 06:46:17[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:46:17[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:46:17[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 4
[36m[1m 0[22m[39m 0 47
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9216
[0mBalanced Accuracy[0m 0.9608
[0m PPV[0m 0.7333
[0m NPV[0m 1.0000
[0m F1[0m 0.8462
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:46:22[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:46:22[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:46:22[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:46:25[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:46:26[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.92[39m[90m; User: [39m[90m13.64[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 06:46:26[1m FUN[22m] [39mRunning grid line #8 of 40...
[90m[2020-06-29 06:46:26[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:46:26[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:46:26[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 10
[36m[1m 0[22m[39m 0 42
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8077
[0mBalanced Accuracy[0m 0.9038
[0m PPV[0m 0.5238
[0m NPV[0m 1.0000
[0m F1[0m 0.6875
[0m Accuracy[0m 0.8413
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:46:31[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:46:31[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:46:31[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:46:34[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:46:35[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.24[39m[90m; User: [39m[90m14.34[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 06:46:35[1m FUN[22m] [39mRunning grid line #9 of 40...
[90m[2020-06-29 06:46:35[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:46:35[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:46:36[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 8
[36m[1m 0[22m[39m 0 43
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8431
[0mBalanced Accuracy[0m 0.9216
[0m PPV[0m 0.5789
[0m NPV[0m 1.0000
[0m F1[0m 0.7333
[0m Accuracy[0m 0.8710
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.3333
[0m NPV[0m 1.0000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:46:40[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:46:41[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:46:41[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:46:43[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:46:44[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.83[39m[90m; User: [39m[90m13.81[39m[90m; System: [39m[90m0.54[39m[90m)[39m
[90m[2020-06-29 06:46:44[1m FUN[22m] [39mRunning grid line #10 of 40...
[90m[2020-06-29 06:46:44[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:46:44[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:46:45[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 8
[36m[1m 0[22m[39m 0 43
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8431
[0mBalanced Accuracy[0m 0.9216
[0m PPV[0m 0.5556
[0m NPV[0m 1.0000
[0m F1[0m 0.7143
[0m Accuracy[0m 0.8689
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:46:49[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:46:50[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:46:50[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:46:52[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:46:53[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.08[39m[90m; User: [39m[90m14.03[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 06:46:54[1m FUN[22m] [39mRunning grid line #11 of 40...
[90m[2020-06-29 06:46:54[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:46:54[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:46:54[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9091
[0m NPV[0m 1.0000
[0m F1[0m 0.9524
[0m Accuracy[0m 0.9836
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:46:59[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:47:00[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:47:00[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:47:02[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:47:04[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.75[39m[90m; User: [39m[90m17.02[39m[90m; System: [39m[90m0.74[39m[90m)[39m
[90m[2020-06-29 06:47:04[1m FUN[22m] [39mRunning grid line #12 of 40...
[90m[2020-06-29 06:47:04[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:47:05[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:47:05[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 0
[36m[1m 0[22m[39m 0 51
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 1
[36m[1m 0[22m[39m 1 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.4167
[0m PPV[0m 0.0000
[0m NPV[0m 0.8333
[0m F1[0m NA
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:47:10[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:47:11[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:47:11[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:47:13[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:47:15[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.53[39m[90m; User: [39m[90m16.48[39m[90m; System: [39m[90m0.62[39m[90m)[39m
[90m[2020-06-29 06:47:15[1m FUN[22m] [39mRunning grid line #13 of 40...
[90m[2020-06-29 06:47:15[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:47:15[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:47:15[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 3
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9423
[0mBalanced Accuracy[0m 0.9712
[0m PPV[0m 0.7857
[0m NPV[0m 1.0000
[0m F1[0m 0.8800
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:47:22[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:47:23[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:47:23[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:47:26[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:47:28[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.74[39m[90m; User: [39m[90m18.69[39m[90m; System: [39m[90m0.84[39m[90m)[39m
[90m[2020-06-29 06:47:28[1m FUN[22m] [39mRunning grid line #14 of 40...
[90m[2020-06-29 06:47:28[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:47:28[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:47:28[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9167
[0m NPV[0m 1.0000
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:47:34[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:47:34[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:47:35[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:47:37[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:47:39[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m11.02[39m[90m; User: [39m[90m17.56[39m[90m; System: [39m[90m0.62[39m[90m)[39m
[90m[2020-06-29 06:47:39[1m FUN[22m] [39mRunning grid line #15 of 40...
[90m[2020-06-29 06:47:39[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:47:39[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:47:40[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 1 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.8571
[0m F1[0m NA
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:47:44[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:47:45[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:47:45[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:47:47[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:47:48[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.17[39m[90m; User: [39m[90m14.39[39m[90m; System: [39m[90m0.58[39m[90m)[39m
[90m[2020-06-29 06:47:48[1m FUN[22m] [39mRunning grid line #16 of 40...
[90m[2020-06-29 06:47:48[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:47:49[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:47:49[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 0 51
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9808
[0mBalanced Accuracy[0m 0.9904
[0m PPV[0m 0.9167
[0m NPV[0m 1.0000
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:47:54[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:47:55[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:47:55[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:47:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:47:59[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.89[39m[90m; User: [39m[90m17.41[39m[90m; System: [39m[90m0.63[39m[90m)[39m
[90m[2020-06-29 06:47:59[1m FUN[22m] [39mRunning grid line #17 of 40...
[90m[2020-06-29 06:48:00[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:48:00[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:48:00[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9167
[0m NPV[0m 1.0000
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:48:05[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:48:06[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:48:06[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:48:09[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:48:11[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.38[39m[90m; User: [39m[90m16.98[39m[90m; System: [39m[90m0.66[39m[90m)[39m
[90m[2020-06-29 06:48:11[1m FUN[22m] [39mRunning grid line #18 of 40...
[90m[2020-06-29 06:48:11[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:48:11[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:48:11[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9615
[0mBalanced Accuracy[0m 0.9808
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:48:18[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:48:18[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:48:18[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:48:20[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:48:22[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.32[39m[90m; User: [39m[90m17.81[39m[90m; System: [39m[90m0.58[39m[90m)[39m
[90m[2020-06-29 06:48:22[1m FUN[22m] [39mRunning grid line #19 of 40...
[90m[2020-06-29 06:48:22[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:48:23[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:48:23[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 3
[36m[1m 0[22m[39m 0 48
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9412
[0mBalanced Accuracy[0m 0.9706
[0m PPV[0m 0.7857
[0m NPV[0m 1.0000
[0m F1[0m 0.8800
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.3333
[0m NPV[0m 1.0000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:48:27[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:48:28[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:48:28[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:48:29[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:48:31[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.48[39m[90m; User: [39m[90m12.81[39m[90m; System: [39m[90m0.45[39m[90m)[39m
[90m[2020-06-29 06:48:31[1m FUN[22m] [39mRunning grid line #20 of 40...
[90m[2020-06-29 06:48:31[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:48:31[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:48:32[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9091
[0m NPV[0m 1.0000
[0m F1[0m 0.9524
[0m Accuracy[0m 0.9836
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:48:37[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:48:37[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:48:37[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:48:39[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:48:41[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.27[39m[90m; User: [39m[90m15.81[39m[90m; System: [39m[90m0.70[39m[90m)[39m
[90m[2020-06-29 06:48:41[1m FUN[22m] [39mRunning grid line #21 of 40...
[90m[2020-06-29 06:48:41[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:48:42[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:48:42[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9091
[0m NPV[0m 1.0000
[0m F1[0m 0.9524
[0m Accuracy[0m 0.9836
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:48:46[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:48:47[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:48:47[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:48:48[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:48:49[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.97[39m[90m; User: [39m[90m12.17[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 06:48:50[1m FUN[22m] [39mRunning grid line #22 of 40...
[90m[2020-06-29 06:48:50[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:48:50[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:48:50[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 0
[36m[1m 0[22m[39m 0 51
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 1
[36m[1m 0[22m[39m 1 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.4167
[0m PPV[0m 0.0000
[0m NPV[0m 0.8333
[0m F1[0m NA
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:48:54[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:48:54[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:48:55[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:48:56[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:48:56[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.78[39m[90m; User: [39m[90m9.69[39m[90m; System: [39m[90m0.45[39m[90m)[39m
[90m[2020-06-29 06:48:56[1m FUN[22m] [39mRunning grid line #23 of 40...
[90m[2020-06-29 06:48:56[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:48:57[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:48:57[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 0 51
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9808
[0mBalanced Accuracy[0m 0.9904
[0m PPV[0m 0.9167
[0m NPV[0m 1.0000
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 1 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.8333
[0m F1[0m NA
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:49:01[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:49:02[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:49:02[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:49:04[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:49:05[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.67[39m[90m; User: [39m[90m12.89[39m[90m; System: [39m[90m0.51[39m[90m)[39m
[90m[2020-06-29 06:49:05[1m FUN[22m] [39mRunning grid line #24 of 40...
[90m[2020-06-29 06:49:05[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:49:05[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:49:06[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9167
[0m NPV[0m 1.0000
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:49:09[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:49:10[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:49:10[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:49:11[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:49:12[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.58[39m[90m; User: [39m[90m9.72[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 06:49:12[1m FUN[22m] [39mRunning grid line #25 of 40...
[90m[2020-06-29 06:49:12[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:49:12[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:49:12[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 1 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.8571
[0m F1[0m NA
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:49:16[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:49:17[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:49:17[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:49:18[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:49:19[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.44[39m[90m; User: [39m[90m11.04[39m[90m; System: [39m[90m0.58[39m[90m)[39m
[90m[2020-06-29 06:49:19[1m FUN[22m] [39mRunning grid line #26 of 40...
[90m[2020-06-29 06:49:20[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:49:20[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:49:20[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 0 51
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9808
[0mBalanced Accuracy[0m 0.9904
[0m PPV[0m 0.9167
[0m NPV[0m 1.0000
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:49:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:49:24[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:49:24[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:49:25[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:49:25[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m5.75[39m[90m; User: [39m[90m8[39m[90m; System: [39m[90m0.46[39m[90m)[39m
[90m[2020-06-29 06:49:25[1m FUN[22m] [39mRunning grid line #27 of 40...
[90m[2020-06-29 06:49:25[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:49:25[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:49:26[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9167
[0m NPV[0m 1.0000
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:49:30[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:49:30[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:49:30[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:49:31[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:49:32[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m6.91[39m[90m; User: [39m[90m9.71[39m[90m; System: [39m[90m0.48[39m[90m)[39m
[90m[2020-06-29 06:49:32[1m FUN[22m] [39mRunning grid line #28 of 40...
[90m[2020-06-29 06:49:32[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:49:33[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:49:33[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 0 51
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9808
[0mBalanced Accuracy[0m 0.9904
[0m PPV[0m 0.9167
[0m NPV[0m 1.0000
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:49:37[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:49:37[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:49:37[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:49:39[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:49:40[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.42[39m[90m; User: [39m[90m11.03[39m[90m; System: [39m[90m0.54[39m[90m)[39m
[90m[2020-06-29 06:49:40[1m FUN[22m] [39mRunning grid line #29 of 40...
[90m[2020-06-29 06:49:40[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:49:40[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:49:40[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9167
[0m NPV[0m 1.0000
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:49:45[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:49:45[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:49:45[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:49:47[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:49:48[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.30[39m[90m; User: [39m[90m12.60[39m[90m; System: [39m[90m0.56[39m[90m)[39m
[90m[2020-06-29 06:49:48[1m FUN[22m] [39mRunning grid line #30 of 40...
[90m[2020-06-29 06:49:48[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:49:49[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:49:49[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9091
[0m NPV[0m 1.0000
[0m F1[0m 0.9524
[0m Accuracy[0m 0.9836
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:49:52[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:49:53[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:49:53[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:49:54[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:49:55[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6.22[39m[90m; User: [39m[90m9.27[39m[90m; System: [39m[90m0.48[39m[90m)[39m
[90m[2020-06-29 06:49:55[1m FUN[22m] [39mRunning grid line #31 of 40...
[90m[2020-06-29 06:49:55[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:49:55[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:49:55[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 51
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1639
[0m NPV[0m NA
[0m F1[0m 0.2817
[0m Accuracy[0m 0.1639
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 5
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.1667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.2857
[0m NPV[0m 1.0000
[0m F1[0m 0.4444
[0m Accuracy[0m 0.3750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:49:58[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:49:58[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:49:58[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:49:58[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:49:59[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.75[39m[90m; User: [39m[90m4.27[39m[90m; System: [39m[90m0.26[39m[90m)[39m
[90m[2020-06-29 06:49:59[1m FUN[22m] [39mRunning grid line #32 of 40...
[90m[2020-06-29 06:49:59[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:49:59[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:49:59[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 44
[36m[1m 0[22m[39m 0 7
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.1373
[0mBalanced Accuracy[0m 0.5686
[0m PPV[0m 0.2000
[0m NPV[0m 1.0000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.2903
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 5
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.1667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.1667
[0m NPV[0m 1.0000
[0m F1[0m 0.2857
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:50:02[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:50:02[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:50:02[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:50:03[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:50:03[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.17[39m[90m; User: [39m[90m4.69[39m[90m; System: [39m[90m0.35[39m[90m)[39m
[90m[2020-06-29 06:50:03[1m FUN[22m] [39mRunning grid line #33 of 40...
[90m[2020-06-29 06:50:03[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:50:03[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:50:03[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 49
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0577
[0mBalanced Accuracy[0m 0.5288
[0m PPV[0m 0.1833
[0m NPV[0m 1.0000
[0m F1[0m 0.3099
[0m Accuracy[0m 0.2222
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 4
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.2000
[0mBalanced Accuracy[0m 0.6000
[0m PPV[0m 0.2000
[0m NPV[0m 1.0000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:50:06[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:50:07[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:50:07[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:50:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:50:07[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.23[39m[90m; User: [39m[90m5.24[39m[90m; System: [39m[90m0.31[39m[90m)[39m
[90m[2020-06-29 06:50:07[1m FUN[22m] [39mRunning grid line #34 of 40...
[90m[2020-06-29 06:50:07[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:50:08[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:50:08[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 48
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0588
[0mBalanced Accuracy[0m 0.5294
[0m PPV[0m 0.1864
[0m NPV[0m 1.0000
[0m F1[0m 0.3143
[0m Accuracy[0m 0.2258
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 6
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1429
[0m NPV[0m NA
[0m F1[0m 0.2500
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:50:11[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:50:11[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:50:11[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:50:11[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:50:11[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.84[39m[90m; User: [39m[90m5[39m[90m; System: [39m[90m0.31[39m[90m)[39m
[90m[2020-06-29 06:50:11[1m FUN[22m] [39mRunning grid line #35 of 40...
[90m[2020-06-29 06:50:11[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:50:12[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:50:12[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 48
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0588
[0mBalanced Accuracy[0m 0.5294
[0m PPV[0m 0.1864
[0m NPV[0m 1.0000
[0m F1[0m 0.3143
[0m Accuracy[0m 0.2258
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 6
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1429
[0m NPV[0m NA
[0m F1[0m 0.2500
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:50:15[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:50:15[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:50:15[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:50:15[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:50:15[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.05[39m[90m; User: [39m[90m4.83[39m[90m; System: [39m[90m0.28[39m[90m)[39m
[90m[2020-06-29 06:50:16[1m FUN[22m] [39mRunning grid line #36 of 40...
[90m[2020-06-29 06:50:16[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:50:16[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:50:16[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 51
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0192
[0mBalanced Accuracy[0m 0.5096
[0m PPV[0m 0.1774
[0m NPV[0m 1.0000
[0m F1[0m 0.3014
[0m Accuracy[0m 0.1905
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 3
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.4000
[0mBalanced Accuracy[0m 0.7000
[0m PPV[0m 0.2500
[0m NPV[0m 1.0000
[0m F1[0m 0.4000
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:50:19[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:50:19[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:50:19[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:50:19[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:50:19[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.83[39m[90m; User: [39m[90m4.47[39m[90m; System: [39m[90m0.33[39m[90m)[39m
[90m[2020-06-29 06:50:20[1m FUN[22m] [39mRunning grid line #37 of 40...
[90m[2020-06-29 06:50:20[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:50:20[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:50:20[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 48
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0588
[0mBalanced Accuracy[0m 0.5294
[0m PPV[0m 0.1864
[0m NPV[0m 1.0000
[0m F1[0m 0.3143
[0m Accuracy[0m 0.2258
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 6
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1429
[0m NPV[0m NA
[0m F1[0m 0.2500
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:50:23[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:50:23[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:50:23[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:50:23[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:50:24[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.06[39m[90m; User: [39m[90m5.14[39m[90m; System: [39m[90m0.35[39m[90m)[39m
[90m[2020-06-29 06:50:24[1m FUN[22m] [39mRunning grid line #38 of 40...
[90m[2020-06-29 06:50:24[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:50:24[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:50:24[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 49
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0577
[0mBalanced Accuracy[0m 0.5288
[0m PPV[0m 0.1833
[0m NPV[0m 1.0000
[0m F1[0m 0.3099
[0m Accuracy[0m 0.2222
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 5
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1667
[0m NPV[0m NA
[0m F1[0m 0.2857
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:50:27[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:50:27[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:50:27[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:50:28[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:50:28[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.24[39m[90m; User: [39m[90m5.03[39m[90m; System: [39m[90m0.33[39m[90m)[39m
[90m[2020-06-29 06:50:28[1m FUN[22m] [39mRunning grid line #39 of 40...
[90m[2020-06-29 06:50:28[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:50:28[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:50:28[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 50
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0196
[0mBalanced Accuracy[0m 0.5098
[0m PPV[0m 0.1803
[0m NPV[0m 1.0000
[0m F1[0m 0.3056
[0m Accuracy[0m 0.1935
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 6
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1429
[0m NPV[0m NA
[0m F1[0m 0.2500
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:50:31[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:50:32[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:50:32[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:50:32[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:50:32[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.21[39m[90m; User: [39m[90m5.11[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 06:50:32[1m FUN[22m] [39mRunning grid line #40 of 40...
[90m[2020-06-29 06:50:32[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:50:33[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:50:33[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 50
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0196
[0mBalanced Accuracy[0m 0.5098
[0m PPV[0m 0.1667
[0m NPV[0m 1.0000
[0m F1[0m 0.2857
[0m Accuracy[0m 0.1803
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 6
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.2500
[0m NPV[0m NA
[0m F1[0m 0.4000
[0m Accuracy[0m 0.2500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:50:36[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:50:36[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:50:36[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:50:36[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:50:37[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.31[39m[90m; User: [39m[90m5.50[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 06:50:44[1m FUN[22m] [39mRunning grid line #1 of 40...
[90m[2020-06-29 06:50:45[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:50:45[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:50:45[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 4
[36m[1m 0[22m[39m 1 46
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9091
[0m Specificity[0m 0.9200
[0mBalanced Accuracy[0m 0.9145
[0m PPV[0m 0.7143
[0m NPV[0m 0.9787
[0m F1[0m 0.8000
[0m Accuracy[0m 0.9180
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:50:50[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:50:50[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:50:50[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:50:53[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:50:55[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.48[39m[90m; User: [39m[90m16.80[39m[90m; System: [39m[90m0.76[39m[90m)[39m
[90m[2020-06-29 06:50:55[1m FUN[22m] [39mRunning grid line #2 of 40...
[90m[2020-06-29 06:50:55[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:50:55[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:50:55[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 6
[36m[1m 0[22m[39m 0 44
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8800
[0mBalanced Accuracy[0m 0.9400
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.9032
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:51:00[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:51:01[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:51:01[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:51:04[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:51:05[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.12[39m[90m; User: [39m[90m16.08[39m[90m; System: [39m[90m0.55[39m[90m)[39m
[90m[2020-06-29 06:51:05[1m FUN[22m] [39mRunning grid line #3 of 40...
[90m[2020-06-29 06:51:05[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:51:05[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:51:06[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 6
[36m[1m 0[22m[39m 0 45
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8824
[0mBalanced Accuracy[0m 0.9412
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.9048
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:51:10[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:51:11[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:51:11[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:51:14[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:51:15[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10[39m[90m; User: [39m[90m15.89[39m[90m; System: [39m[90m0.78[39m[90m)[39m
[90m[2020-06-29 06:51:15[1m FUN[22m] [39mRunning grid line #4 of 40...
[90m[2020-06-29 06:51:15[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:51:16[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:51:16[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 6
[36m[1m 0[22m[39m 1 44
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.8800
[0mBalanced Accuracy[0m 0.8983
[0m PPV[0m 0.6471
[0m NPV[0m 0.9778
[0m F1[0m 0.7586
[0m Accuracy[0m 0.8871
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:51:21[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:51:22[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:51:22[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:51:25[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:51:26[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.81[39m[90m; User: [39m[90m17.42[39m[90m; System: [39m[90m0.70[39m[90m)[39m
[90m[2020-06-29 06:51:26[1m FUN[22m] [39mRunning grid line #5 of 40...
[90m[2020-06-29 06:51:26[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:51:26[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:51:27[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 6
[36m[1m 0[22m[39m 0 45
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8824
[0mBalanced Accuracy[0m 0.9412
[0m PPV[0m 0.6471
[0m NPV[0m 1.0000
[0m F1[0m 0.7857
[0m Accuracy[0m 0.9032
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:51:33[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:51:34[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:51:34[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:51:37[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:51:39[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.47[39m[90m; User: [39m[90m19.69[39m[90m; System: [39m[90m0.59[39m[90m)[39m
[90m[2020-06-29 06:51:39[1m FUN[22m] [39mRunning grid line #6 of 40...
[90m[2020-06-29 06:51:39[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:51:39[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:51:39[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 5
[36m[1m 0[22m[39m 0 45
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9000
[0mBalanced Accuracy[0m 0.9500
[0m PPV[0m 0.7059
[0m NPV[0m 1.0000
[0m F1[0m 0.8276
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:51:44[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:51:45[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:51:45[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:51:48[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:51:50[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.27[39m[90m; User: [39m[90m18.20[39m[90m; System: [39m[90m0.61[39m[90m)[39m
[90m[2020-06-29 06:51:50[1m FUN[22m] [39mRunning grid line #7 of 40...
[90m[2020-06-29 06:51:50[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:51:51[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:51:51[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 6
[36m[1m 0[22m[39m 0 45
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8824
[0mBalanced Accuracy[0m 0.9412
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.9048
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:51:55[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:51:56[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:51:56[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:51:59[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:52:01[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.36[39m[90m; User: [39m[90m16.34[39m[90m; System: [39m[90m0.59[39m[90m)[39m
[90m[2020-06-29 06:52:01[1m FUN[22m] [39mRunning grid line #8 of 40...
[90m[2020-06-29 06:52:01[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:52:01[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:52:01[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 7
[36m[1m 0[22m[39m 0 43
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8600
[0mBalanced Accuracy[0m 0.9300
[0m PPV[0m 0.6316
[0m NPV[0m 1.0000
[0m F1[0m 0.7742
[0m Accuracy[0m 0.8871
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 3
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.2500
[0m PPV[0m 0.0000
[0m NPV[0m 0.7500
[0m F1[0m NA
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:52:06[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:52:06[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:52:07[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:52:09[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:52:10[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.35[39m[90m; User: [39m[90m13.28[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 06:52:10[1m FUN[22m] [39mRunning grid line #9 of 40...
[90m[2020-06-29 06:52:10[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:52:10[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:52:11[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 4
[36m[1m 0[22m[39m 1 47
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.9216
[0mBalanced Accuracy[0m 0.9191
[0m PPV[0m 0.7333
[0m NPV[0m 0.9792
[0m F1[0m 0.8148
[0m Accuracy[0m 0.9206
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:52:16[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:52:17[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:52:17[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:52:21[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:52:23[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.50[39m[90m; User: [39m[90m20.19[39m[90m; System: [39m[90m0.78[39m[90m)[39m
[90m[2020-06-29 06:52:23[1m FUN[22m] [39mRunning grid line #10 of 40...
[90m[2020-06-29 06:52:23[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:52:23[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:52:23[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 4
[36m[1m 0[22m[39m 1 46
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9091
[0m Specificity[0m 0.9200
[0mBalanced Accuracy[0m 0.9145
[0m PPV[0m 0.7143
[0m NPV[0m 0.9787
[0m F1[0m 0.8000
[0m Accuracy[0m 0.9180
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 1 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.5000
[0m NPV[0m 0.8333
[0m F1[0m 0.5000
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:52:28[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:52:28[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:52:28[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:52:30[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:52:31[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.32[39m[90m; User: [39m[90m12.37[39m[90m; System: [39m[90m0.46[39m[90m)[39m
[90m[2020-06-29 06:52:31[1m FUN[22m] [39mRunning grid line #11 of 40...
[90m[2020-06-29 06:52:31[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:52:32[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:52:32[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9800
[0mBalanced Accuracy[0m 0.9900
[0m PPV[0m 0.9167
[0m NPV[0m 1.0000
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9836
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 1 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.8571
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:52:38[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:52:39[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:52:40[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:52:43[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:52:46[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.24[39m[90m minutes ([39m[90mReal: [39m[90m14.53[39m[90m; User: [39m[90m24.25[39m[90m; System: [39m[90m0.97[39m[90m)[39m
[90m[2020-06-29 06:52:46[1m FUN[22m] [39mRunning grid line #12 of 40...
[90m[2020-06-29 06:52:46[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:52:46[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:52:47[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 3
[36m[1m 0[22m[39m 0 47
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9400
[0mBalanced Accuracy[0m 0.9700
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:52:52[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:52:53[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:52:53[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:52:56[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:52:59[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.50[39m[90m; User: [39m[90m20.41[39m[90m; System: [39m[90m0.67[39m[90m)[39m
[90m[2020-06-29 06:52:59[1m FUN[22m] [39mRunning grid line #13 of 40...
[90m[2020-06-29 06:52:59[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:52:59[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:52:59[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:53:06[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:53:07[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:53:07[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:53:10[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:53:13[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.24[39m[90m minutes ([39m[90mReal: [39m[90m14.50[39m[90m; User: [39m[90m22.22[39m[90m; System: [39m[90m0.88[39m[90m)[39m
[90m[2020-06-29 06:53:13[1m FUN[22m] [39mRunning grid line #14 of 40...
[90m[2020-06-29 06:53:13[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:53:13[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:53:14[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 2
[36m[1m 0[22m[39m 0 48
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9600
[0mBalanced Accuracy[0m 0.9800
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:53:20[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:53:21[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:53:21[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:53:25[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:53:28[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.25[39m[90m minutes ([39m[90mReal: [39m[90m14.78[39m[90m; User: [39m[90m24.14[39m[90m; System: [39m[90m0.96[39m[90m)[39m
[90m[2020-06-29 06:53:28[1m FUN[22m] [39mRunning grid line #15 of 40...
[90m[2020-06-29 06:53:28[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:53:28[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:53:29[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:53:35[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:53:36[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:53:36[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:53:39[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:53:42[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.22[39m[90m minutes ([39m[90mReal: [39m[90m13.42[39m[90m; User: [39m[90m21.84[39m[90m; System: [39m[90m0.90[39m[90m)[39m
[90m[2020-06-29 06:53:42[1m FUN[22m] [39mRunning grid line #16 of 40...
[90m[2020-06-29 06:53:42[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:53:42[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:53:42[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 2
[36m[1m 0[22m[39m 0 48
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9600
[0mBalanced Accuracy[0m 0.9800
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:53:48[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:53:49[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:53:49[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:53:52[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:53:54[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.56[39m[90m; User: [39m[90m20.72[39m[90m; System: [39m[90m0.64[39m[90m)[39m
[90m[2020-06-29 06:53:54[1m FUN[22m] [39mRunning grid line #17 of 40...
[90m[2020-06-29 06:53:55[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:53:55[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:53:55[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:54:01[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:54:02[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:54:02[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:54:06[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:54:09[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.24[39m[90m minutes ([39m[90mReal: [39m[90m14.55[39m[90m; User: [39m[90m23.23[39m[90m; System: [39m[90m0.64[39m[90m)[39m
[90m[2020-06-29 06:54:09[1m FUN[22m] [39mRunning grid line #18 of 40...
[90m[2020-06-29 06:54:09[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:54:09[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:54:10[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 0
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 1
[36m[1m 0[22m[39m 1 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.4167
[0m PPV[0m 0.0000
[0m NPV[0m 0.8333
[0m F1[0m NA
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:54:15[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:54:16[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:54:16[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:54:18[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:54:19[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.13[39m[90m; User: [39m[90m15.25[39m[90m; System: [39m[90m0.71[39m[90m)[39m
[90m[2020-06-29 06:54:19[1m FUN[22m] [39mRunning grid line #19 of 40...
[90m[2020-06-29 06:54:20[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:54:20[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:54:20[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:54:27[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:54:28[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:54:28[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:54:32[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:54:35[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.26[39m[90m minutes ([39m[90mReal: [39m[90m15.83[39m[90m; User: [39m[90m26.24[39m[90m; System: [39m[90m0.83[39m[90m)[39m
[90m[2020-06-29 06:54:35[1m FUN[22m] [39mRunning grid line #20 of 40...
[90m[2020-06-29 06:54:36[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:54:36[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:54:36[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 2
[36m[1m 0[22m[39m 1 48
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9091
[0m Specificity[0m 0.9600
[0mBalanced Accuracy[0m 0.9345
[0m PPV[0m 0.8333
[0m NPV[0m 0.9796
[0m F1[0m 0.8696
[0m Accuracy[0m 0.9508
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 1 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.8571
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:54:41[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:54:41[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:54:41[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:54:44[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:54:46[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.47[39m[90m; User: [39m[90m16.53[39m[90m; System: [39m[90m0.83[39m[90m)[39m
[90m[2020-06-29 06:54:46[1m FUN[22m] [39mRunning grid line #21 of 40...
[90m[2020-06-29 06:54:46[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:54:46[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:54:46[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9800
[0mBalanced Accuracy[0m 0.9900
[0m PPV[0m 0.9167
[0m NPV[0m 1.0000
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9836
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 1 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.8571
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:54:51[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:54:52[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:54:52[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:54:54[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:54:55[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.06[39m[90m; User: [39m[90m13.75[39m[90m; System: [39m[90m0.67[39m[90m)[39m
[90m[2020-06-29 06:54:55[1m FUN[22m] [39mRunning grid line #22 of 40...
[90m[2020-06-29 06:54:55[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:54:55[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:54:56[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 2
[36m[1m 0[22m[39m 0 48
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9600
[0mBalanced Accuracy[0m 0.9800
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:55:00[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:55:01[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:55:01[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:55:02[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:55:04[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.56[39m[90m; User: [39m[90m13.41[39m[90m; System: [39m[90m0.33[39m[90m)[39m
[90m[2020-06-29 06:55:04[1m FUN[22m] [39mRunning grid line #23 of 40...
[90m[2020-06-29 06:55:04[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:55:04[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:55:04[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 2
[36m[1m 0[22m[39m 2 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.8971
[0m PPV[0m 0.8333
[0m NPV[0m 0.9608
[0m F1[0m 0.8333
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:55:08[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:55:08[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:55:08[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:55:09[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:55:10[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m5.86[39m[90m; User: [39m[90m8.47[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 06:55:10[1m FUN[22m] [39mRunning grid line #24 of 40...
[90m[2020-06-29 06:55:10[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:55:10[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:55:10[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 1
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9800
[0mBalanced Accuracy[0m 0.9900
[0m PPV[0m 0.9231
[0m NPV[0m 1.0000
[0m F1[0m 0.9600
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:55:15[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:55:15[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:55:15[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:55:16[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:55:18[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.66[39m[90m; User: [39m[90m11.28[39m[90m; System: [39m[90m0.58[39m[90m)[39m
[90m[2020-06-29 06:55:18[1m FUN[22m] [39mRunning grid line #25 of 40...
[90m[2020-06-29 06:55:18[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:55:18[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:55:18[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:55:22[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:55:23[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:55:23[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:55:24[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:55:25[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.17[39m[90m; User: [39m[90m10.40[39m[90m; System: [39m[90m0.59[39m[90m)[39m
[90m[2020-06-29 06:55:25[1m FUN[22m] [39mRunning grid line #26 of 40...
[90m[2020-06-29 06:55:25[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:55:25[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:55:25[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 2
[36m[1m 0[22m[39m 2 48
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 0.9600
[0mBalanced Accuracy[0m 0.8967
[0m PPV[0m 0.8333
[0m NPV[0m 0.9600
[0m F1[0m 0.8333
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:55:30[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:55:30[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:55:30[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:55:32[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:55:33[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.11[39m[90m; User: [39m[90m12.44[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 06:55:33[1m FUN[22m] [39mRunning grid line #27 of 40...
[90m[2020-06-29 06:55:33[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:55:33[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:55:34[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 2
[36m[1m 0[22m[39m 2 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.8971
[0m PPV[0m 0.8333
[0m NPV[0m 0.9608
[0m F1[0m 0.8333
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:55:37[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:55:38[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:55:38[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:55:39[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:55:40[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.58[39m[90m; User: [39m[90m9.79[39m[90m; System: [39m[90m0.47[39m[90m)[39m
[90m[2020-06-29 06:55:40[1m FUN[22m] [39mRunning grid line #28 of 40...
[90m[2020-06-29 06:55:40[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:55:40[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:55:40[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 0
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 1
[36m[1m 0[22m[39m 1 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.4167
[0m PPV[0m 0.0000
[0m NPV[0m 0.8333
[0m F1[0m NA
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:55:44[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:55:45[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:55:45[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:55:46[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:55:47[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.70[39m[90m; User: [39m[90m9.58[39m[90m; System: [39m[90m0.46[39m[90m)[39m
[90m[2020-06-29 06:55:47[1m FUN[22m] [39mRunning grid line #29 of 40...
[90m[2020-06-29 06:55:47[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:55:47[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:55:47[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9231
[0m NPV[0m 1.0000
[0m F1[0m 0.9600
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 1
[36m[1m 0[22m[39m 1 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.8000
[0mBalanced Accuracy[0m 0.4000
[0m PPV[0m 0.0000
[0m NPV[0m 0.8000
[0m F1[0m NA
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:55:51[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:55:52[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:55:52[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:55:53[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:55:54[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.07[39m[90m; User: [39m[90m10.59[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 06:55:54[1m FUN[22m] [39mRunning grid line #30 of 40...
[90m[2020-06-29 06:55:54[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:55:54[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:55:54[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 48
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9600
[0mBalanced Accuracy[0m 0.9800
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9672
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 1 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.8571
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:55:58[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:55:58[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:55:58[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:55:59[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:56:00[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6.23[39m[90m; User: [39m[90m9.06[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 06:56:00[1m FUN[22m] [39mRunning grid line #31 of 40...
[90m[2020-06-29 06:56:00[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:56:00[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:56:01[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 43
[36m[1m 0[22m[39m 7 7
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3636
[0m Specificity[0m 0.1400
[0mBalanced Accuracy[0m 0.2518
[0m PPV[0m 0.0851
[0m NPV[0m 0.5000
[0m F1[0m 0.1379
[0m Accuracy[0m 0.1803
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 5
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.1667
[0mBalanced Accuracy[0m 0.0833
[0m PPV[0m 0.0000
[0m NPV[0m 0.3333
[0m F1[0m NA
[0m Accuracy[0m 0.1250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:56:04[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:56:04[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:56:04[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:56:04[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:56:05[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.12[39m[90m; User: [39m[90m5.11[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 06:56:05[1m FUN[22m] [39mRunning grid line #32 of 40...
[90m[2020-06-29 06:56:05[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:56:05[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:56:05[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 46
[36m[1m 0[22m[39m 1 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.0800
[0mBalanced Accuracy[0m 0.4983
[0m PPV[0m 0.1930
[0m NPV[0m 0.8000
[0m F1[0m 0.3188
[0m Accuracy[0m 0.2419
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 6
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1429
[0m NPV[0m NA
[0m F1[0m 0.2500
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:56:08[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:56:09[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:56:09[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:56:09[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:56:10[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.85[39m[90m; User: [39m[90m6.05[39m[90m; System: [39m[90m0.38[39m[90m)[39m
[90m[2020-06-29 06:56:10[1m FUN[22m] [39mRunning grid line #33 of 40...
[90m[2020-06-29 06:56:10[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:56:10[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:56:10[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 6 45
[36m[1m 0[22m[39m 6 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.1176
[0mBalanced Accuracy[0m 0.3088
[0m PPV[0m 0.1176
[0m NPV[0m 0.5000
[0m F1[0m 0.1905
[0m Accuracy[0m 0.1905
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6000
[0mBalanced Accuracy[0m 0.8000
[0m PPV[0m 0.3333
[0m NPV[0m 1.0000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:56:13[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:56:13[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:56:13[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:56:13[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:56:13[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.79[39m[90m; User: [39m[90m4.38[39m[90m; System: [39m[90m0.37[39m[90m)[39m
[90m[2020-06-29 06:56:14[1m FUN[22m] [39mRunning grid line #34 of 40...
[90m[2020-06-29 06:56:14[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:56:14[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:56:14[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 3 43
[36m[1m 0[22m[39m 9 7
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.2500
[0m Specificity[0m 0.1400
[0mBalanced Accuracy[0m 0.1950
[0m PPV[0m 0.0652
[0m NPV[0m 0.4375
[0m F1[0m 0.1034
[0m Accuracy[0m 0.1613
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 6
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.0000
[0m PPV[0m 0.0000
[0m NPV[0m 0.0000
[0m F1[0m NA
[0m Accuracy[0m 0.0000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:56:17[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:56:17[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:56:17[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:56:17[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:56:18[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.28[39m[90m; User: [39m[90m5.36[39m[90m; System: [39m[90m0.21[39m[90m)[39m
[90m[2020-06-29 06:56:18[1m FUN[22m] [39mRunning grid line #35 of 40...
[90m[2020-06-29 06:56:18[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:56:18[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:56:18[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 51
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1774
[0m NPV[0m NA
[0m F1[0m 0.3014
[0m Accuracy[0m 0.1774
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 5
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.2857
[0m NPV[0m NA
[0m F1[0m 0.4444
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:56:21[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:56:21[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:56:21[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:56:21[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:56:22[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.72[39m[90m; User: [39m[90m4.25[39m[90m; System: [39m[90m0.37[39m[90m)[39m
[90m[2020-06-29 06:56:22[1m FUN[22m] [39mRunning grid line #36 of 40...
[90m[2020-06-29 06:56:22[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:56:22[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:56:22[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 7 46
[36m[1m 0[22m[39m 5 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5833
[0m Specificity[0m 0.0800
[0mBalanced Accuracy[0m 0.3317
[0m PPV[0m 0.1321
[0m NPV[0m 0.4444
[0m F1[0m 0.2154
[0m Accuracy[0m 0.1774
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 5
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.1667
[0mBalanced Accuracy[0m 0.0833
[0m PPV[0m 0.0000
[0m NPV[0m 0.5000
[0m F1[0m NA
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:56:25[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:56:25[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:56:25[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:56:25[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:56:26[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m3.92[39m[90m; User: [39m[90m4.94[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 06:56:26[1m FUN[22m] [39mRunning grid line #37 of 40...
[90m[2020-06-29 06:56:26[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:56:26[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:56:26[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 7 46
[36m[1m 0[22m[39m 5 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5833
[0m Specificity[0m 0.0980
[0mBalanced Accuracy[0m 0.3407
[0m PPV[0m 0.1321
[0m NPV[0m 0.5000
[0m F1[0m 0.2154
[0m Accuracy[0m 0.1905
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 5
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.0000
[0m PPV[0m 0.0000
[0m NPV[0m 0.0000
[0m F1[0m NA
[0m Accuracy[0m 0.0000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:56:29[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:56:29[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:56:29[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:56:30[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:56:30[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.10[39m[90m; User: [39m[90m4.98[39m[90m; System: [39m[90m0.33[39m[90m)[39m
[90m[2020-06-29 06:56:30[1m FUN[22m] [39mRunning grid line #38 of 40...
[90m[2020-06-29 06:56:30[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:56:30[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:56:31[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 50
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1935
[0m NPV[0m NA
[0m F1[0m 0.3243
[0m Accuracy[0m 0.1935
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 6
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1429
[0m NPV[0m NA
[0m F1[0m 0.2500
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:56:34[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:56:34[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:56:34[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:56:34[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:56:34[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.17[39m[90m; User: [39m[90m4.63[39m[90m; System: [39m[90m0.45[39m[90m)[39m
[90m[2020-06-29 06:56:34[1m FUN[22m] [39mRunning grid line #39 of 40...
[90m[2020-06-29 06:56:34[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:56:34[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:56:35[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 42
[36m[1m 0[22m[39m 11 9
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0833
[0m Specificity[0m 0.1765
[0mBalanced Accuracy[0m 0.1299
[0m PPV[0m 0.0233
[0m NPV[0m 0.4500
[0m F1[0m 0.0364
[0m Accuracy[0m 0.1587
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 4
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.2000
[0mBalanced Accuracy[0m 0.1000
[0m PPV[0m 0.0000
[0m NPV[0m 0.5000
[0m F1[0m NA
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:56:37[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:56:37[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:56:37[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:56:38[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:56:38[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.38[39m[90m; User: [39m[90m3.92[39m[90m; System: [39m[90m0.27[39m[90m)[39m
[90m[2020-06-29 06:56:38[1m FUN[22m] [39mRunning grid line #40 of 40...
[90m[2020-06-29 06:56:38[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:56:38[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:56:38[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 46
[36m[1m 0[22m[39m 10 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0909
[0m Specificity[0m 0.0800
[0mBalanced Accuracy[0m 0.0855
[0m PPV[0m 0.0213
[0m NPV[0m 0.2857
[0m F1[0m 0.0345
[0m Accuracy[0m 0.0820
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 5
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.1667
[0mBalanced Accuracy[0m 0.3333
[0m PPV[0m 0.1667
[0m NPV[0m 0.5000
[0m F1[0m 0.2500
[0m Accuracy[0m 0.2500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:56:41[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:56:41[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:56:41[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:56:42[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:56:42[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.11[39m[90m; User: [39m[90m4.95[39m[90m; System: [39m[90m0.31[39m[90m)[39m
[90m[2020-06-29 06:56:51[1m FUN[22m] [39mRunning grid line #1 of 40...
[90m[2020-06-29 06:56:51[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:56:51[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:56:52[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 3
[36m[1m 0[22m[39m 1 48
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9091
[0m Specificity[0m 0.9412
[0mBalanced Accuracy[0m 0.9251
[0m PPV[0m 0.7692
[0m NPV[0m 0.9796
[0m F1[0m 0.8333
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:56:56[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:56:56[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:56:56[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:56:58[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:56:59[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m8.03[39m[90m; User: [39m[90m12.57[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 06:56:59[1m FUN[22m] [39mRunning grid line #2 of 40...
[90m[2020-06-29 06:57:00[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:57:00[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:57:00[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 4
[36m[1m 0[22m[39m 1 47
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.9216
[0mBalanced Accuracy[0m 0.9191
[0m PPV[0m 0.7333
[0m NPV[0m 0.9792
[0m F1[0m 0.8148
[0m Accuracy[0m 0.9206
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:57:04[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:57:05[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:57:05[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:57:06[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:57:08[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.19[39m[90m; User: [39m[90m12.38[39m[90m; System: [39m[90m0.62[39m[90m)[39m
[90m[2020-06-29 06:57:08[1m FUN[22m] [39mRunning grid line #3 of 40...
[90m[2020-06-29 06:57:08[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:57:08[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:57:08[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 3
[36m[1m 0[22m[39m 1 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.9423
[0mBalanced Accuracy[0m 0.9295
[0m PPV[0m 0.7857
[0m NPV[0m 0.9800
[0m F1[0m 0.8462
[0m Accuracy[0m 0.9375
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:57:12[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:57:13[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:57:13[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:57:15[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:57:16[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.67[39m[90m; User: [39m[90m11.50[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 06:57:16[1m FUN[22m] [39mRunning grid line #4 of 40...
[90m[2020-06-29 06:57:16[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:57:16[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:57:16[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 4
[36m[1m 0[22m[39m 1 47
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.9216
[0mBalanced Accuracy[0m 0.9191
[0m PPV[0m 0.7333
[0m NPV[0m 0.9792
[0m F1[0m 0.8148
[0m Accuracy[0m 0.9206
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:57:20[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:57:21[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:57:21[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:57:23[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:57:24[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.35[39m[90m; User: [39m[90m12.46[39m[90m; System: [39m[90m0.70[39m[90m)[39m
[90m[2020-06-29 06:57:24[1m FUN[22m] [39mRunning grid line #5 of 40...
[90m[2020-06-29 06:57:24[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:57:24[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:57:24[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 7
[36m[1m 0[22m[39m 0 44
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8627
[0mBalanced Accuracy[0m 0.9314
[0m PPV[0m 0.6111
[0m NPV[0m 1.0000
[0m F1[0m 0.7586
[0m Accuracy[0m 0.8871
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:57:29[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:57:30[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:57:30[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:57:33[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:57:34[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.08[39m[90m; User: [39m[90m15.53[39m[90m; System: [39m[90m0.61[39m[90m)[39m
[90m[2020-06-29 06:57:34[1m FUN[22m] [39mRunning grid line #6 of 40...
[90m[2020-06-29 06:57:34[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:57:34[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:57:35[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 4
[36m[1m 0[22m[39m 1 48
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.9231
[0mBalanced Accuracy[0m 0.9199
[0m PPV[0m 0.7333
[0m NPV[0m 0.9796
[0m F1[0m 0.8148
[0m Accuracy[0m 0.9219
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:57:39[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:57:40[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:57:40[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:57:42[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:57:43[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.81[39m[90m; User: [39m[90m13.13[39m[90m; System: [39m[90m0.56[39m[90m)[39m
[90m[2020-06-29 06:57:43[1m FUN[22m] [39mRunning grid line #7 of 40...
[90m[2020-06-29 06:57:43[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:57:43[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:57:44[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 3
[36m[1m 0[22m[39m 0 48
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9412
[0mBalanced Accuracy[0m 0.9706
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 1
[36m[1m 0[22m[39m 1 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.4167
[0m PPV[0m 0.0000
[0m NPV[0m 0.8333
[0m F1[0m NA
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:57:47[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:57:48[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:57:48[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:57:49[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:57:50[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m6.98[39m[90m; User: [39m[90m10.41[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 06:57:50[1m FUN[22m] [39mRunning grid line #8 of 40...
[90m[2020-06-29 06:57:50[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:57:50[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:57:51[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 4
[36m[1m 0[22m[39m 1 48
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.9231
[0mBalanced Accuracy[0m 0.9199
[0m PPV[0m 0.7333
[0m NPV[0m 0.9796
[0m F1[0m 0.8148
[0m Accuracy[0m 0.9219
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:57:55[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:57:55[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:57:55[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:57:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:57:58[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.91[39m[90m; User: [39m[90m12.28[39m[90m; System: [39m[90m0.43[39m[90m)[39m
[90m[2020-06-29 06:57:58[1m FUN[22m] [39mRunning grid line #9 of 40...
[90m[2020-06-29 06:57:58[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:57:59[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:57:59[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 3
[36m[1m 0[22m[39m 1 48
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.9412
[0mBalanced Accuracy[0m 0.9289
[0m PPV[0m 0.7857
[0m NPV[0m 0.9796
[0m F1[0m 0.8462
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:58:03[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:58:04[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:58:04[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:58:05[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:58:07[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.20[39m[90m; User: [39m[90m12.33[39m[90m; System: [39m[90m0.70[39m[90m)[39m
[90m[2020-06-29 06:58:07[1m FUN[22m] [39mRunning grid line #10 of 40...
[90m[2020-06-29 06:58:07[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:58:07[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:58:07[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 4
[36m[1m 0[22m[39m 1 47
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9091
[0m Specificity[0m 0.9216
[0mBalanced Accuracy[0m 0.9153
[0m PPV[0m 0.7143
[0m NPV[0m 0.9792
[0m F1[0m 0.8000
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:58:12[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:58:12[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:58:12[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:58:15[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:58:16[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.94[39m[90m; User: [39m[90m13.58[39m[90m; System: [39m[90m0.58[39m[90m)[39m
[90m[2020-06-29 06:58:16[1m FUN[22m] [39mRunning grid line #11 of 40...
[90m[2020-06-29 06:58:16[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:58:16[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:58:16[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 1
[36m[1m 0[22m[39m 1 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9091
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9447
[0m PPV[0m 0.9091
[0m NPV[0m 0.9804
[0m F1[0m 0.9091
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 1 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.5000
[0m NPV[0m 0.8333
[0m F1[0m 0.5000
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:58:21[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:58:22[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:58:22[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:58:25[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:58:26[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.61[39m[90m; User: [39m[90m16.66[39m[90m; System: [39m[90m0.56[39m[90m)[39m
[90m[2020-06-29 06:58:27[1m FUN[22m] [39mRunning grid line #12 of 40...
[90m[2020-06-29 06:58:27[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:58:27[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:58:27[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 1 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9485
[0m PPV[0m 0.9167
[0m NPV[0m 0.9804
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:58:32[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:58:33[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:58:33[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:58:35[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:58:37[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.13[39m[90m; User: [39m[90m15.33[39m[90m; System: [39m[90m0.76[39m[90m)[39m
[90m[2020-06-29 06:58:37[1m FUN[22m] [39mRunning grid line #13 of 40...
[90m[2020-06-29 06:58:37[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:58:37[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:58:37[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 1 51
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.9808
[0mBalanced Accuracy[0m 0.9487
[0m PPV[0m 0.9167
[0m NPV[0m 0.9808
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9688
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:58:43[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:58:43[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:58:44[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:58:46[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:58:48[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.85[39m[90m; User: [39m[90m16.50[39m[90m; System: [39m[90m0.68[39m[90m)[39m
[90m[2020-06-29 06:58:48[1m FUN[22m] [39mRunning grid line #14 of 40...
[90m[2020-06-29 06:58:48[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:58:48[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:58:48[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 1 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9485
[0m PPV[0m 0.9167
[0m NPV[0m 0.9804
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:58:53[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:58:53[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:58:54[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:58:56[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:58:57[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.44[39m[90m; User: [39m[90m14.85[39m[90m; System: [39m[90m0.63[39m[90m)[39m
[90m[2020-06-29 06:58:57[1m FUN[22m] [39mRunning grid line #15 of 40...
[90m[2020-06-29 06:58:57[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:58:57[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:58:58[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:59:03[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:59:04[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:59:04[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:59:06[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:59:08[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.73[39m[90m; User: [39m[90m17.48[39m[90m; System: [39m[90m0.58[39m[90m)[39m
[90m[2020-06-29 06:59:08[1m FUN[22m] [39mRunning grid line #16 of 40...
[90m[2020-06-29 06:59:08[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:59:08[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:59:09[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 1 51
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.9808
[0mBalanced Accuracy[0m 0.9487
[0m PPV[0m 0.9167
[0m NPV[0m 0.9808
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9688
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:59:14[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:59:14[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:59:14[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:59:17[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:59:19[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.37[39m[90m; User: [39m[90m16.39[39m[90m; System: [39m[90m0.70[39m[90m)[39m
[90m[2020-06-29 06:59:19[1m FUN[22m] [39mRunning grid line #17 of 40...
[90m[2020-06-29 06:59:19[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:59:19[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:59:19[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9231
[0m NPV[0m 1.0000
[0m F1[0m 0.9600
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 1 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.8571
[0m F1[0m NA
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:59:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:59:24[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:59:24[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:59:26[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:59:27[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.69[39m[90m; User: [39m[90m13.15[39m[90m; System: [39m[90m0.61[39m[90m)[39m
[90m[2020-06-29 06:59:28[1m FUN[22m] [39mRunning grid line #18 of 40...
[90m[2020-06-29 06:59:28[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:59:28[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 06:59:28[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 1 51
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.9808
[0mBalanced Accuracy[0m 0.9487
[0m PPV[0m 0.9167
[0m NPV[0m 0.9808
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9688
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:59:33[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:59:34[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:59:34[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:59:37[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:59:38[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.91[39m[90m; User: [39m[90m17.16[39m[90m; System: [39m[90m0.67[39m[90m)[39m
[90m[2020-06-29 06:59:39[1m FUN[22m] [39mRunning grid line #19 of 40...
[90m[2020-06-29 06:59:39[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:59:39[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 06:59:39[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 0
[36m[1m 0[22m[39m 1 51
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.9583
[0m PPV[0m 1.0000
[0m NPV[0m 0.9808
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:59:44[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:59:44[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:59:45[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:59:47[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 06:59:49[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.23[39m[90m; User: [39m[90m16.36[39m[90m; System: [39m[90m0.72[39m[90m)[39m
[90m[2020-06-29 06:59:49[1m FUN[22m] [39mRunning grid line #20 of 40...
[90m[2020-06-29 06:59:49[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 06:59:49[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 06:59:49[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 06:59:55[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 06:59:56[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 06:59:56[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 06:59:59[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:00:01[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m12.30[39m[90m; User: [39m[90m20.06[39m[90m; System: [39m[90m0.96[39m[90m)[39m
[90m[2020-06-29 07:00:01[1m FUN[22m] [39mRunning grid line #21 of 40...
[90m[2020-06-29 07:00:01[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:00:01[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:00:02[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9167
[0m NPV[0m 1.0000
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 1 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.5000
[0m NPV[0m 0.8333
[0m F1[0m 0.5000
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:00:06[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:00:06[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:00:06[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:00:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:00:09[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.19[39m[90m; User: [39m[90m10.67[39m[90m; System: [39m[90m0.54[39m[90m)[39m
[90m[2020-06-29 07:00:09[1m FUN[22m] [39mRunning grid line #22 of 40...
[90m[2020-06-29 07:00:09[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:00:09[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:00:09[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9231
[0m NPV[0m 1.0000
[0m F1[0m 0.9600
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:00:13[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:00:13[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:00:13[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:00:15[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:00:16[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.46[39m[90m; User: [39m[90m11.44[39m[90m; System: [39m[90m0.46[39m[90m)[39m
[90m[2020-06-29 07:00:16[1m FUN[22m] [39mRunning grid line #23 of 40...
[90m[2020-06-29 07:00:16[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:00:16[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:00:17[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 1
[36m[1m 0[22m[39m 0 51
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9808
[0mBalanced Accuracy[0m 0.9904
[0m PPV[0m 0.9231
[0m NPV[0m 1.0000
[0m F1[0m 0.9600
[0m Accuracy[0m 0.9844
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:00:21[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:00:21[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:00:21[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:00:22[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:00:24[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.28[39m[90m; User: [39m[90m10.86[39m[90m; System: [39m[90m0.47[39m[90m)[39m
[90m[2020-06-29 07:00:24[1m FUN[22m] [39mRunning grid line #24 of 40...
[90m[2020-06-29 07:00:24[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:00:24[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:00:24[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9231
[0m NPV[0m 1.0000
[0m F1[0m 0.9600
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:00:28[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:00:29[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:00:29[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:00:30[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:00:31[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.30[39m[90m; User: [39m[90m11.16[39m[90m; System: [39m[90m0.47[39m[90m)[39m
[90m[2020-06-29 07:00:31[1m FUN[22m] [39mRunning grid line #25 of 40...
[90m[2020-06-29 07:00:31[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:00:31[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:00:32[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:00:36[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:00:36[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:00:37[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:00:38[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:00:39[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.33[39m[90m; User: [39m[90m12.70[39m[90m; System: [39m[90m0.43[39m[90m)[39m
[90m[2020-06-29 07:00:39[1m FUN[22m] [39mRunning grid line #26 of 40...
[90m[2020-06-29 07:00:40[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:00:40[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:00:40[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 1
[36m[1m 0[22m[39m 0 51
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9808
[0mBalanced Accuracy[0m 0.9904
[0m PPV[0m 0.9231
[0m NPV[0m 1.0000
[0m F1[0m 0.9600
[0m Accuracy[0m 0.9844
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:00:44[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:00:44[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:00:44[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:00:46[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:00:47[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.38[39m[90m; User: [39m[90m11.05[39m[90m; System: [39m[90m0.56[39m[90m)[39m
[90m[2020-06-29 07:00:47[1m FUN[22m] [39mRunning grid line #27 of 40...
[90m[2020-06-29 07:00:47[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:00:47[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:00:47[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9231
[0m NPV[0m 1.0000
[0m F1[0m 0.9600
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 1 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.8571
[0m F1[0m NA
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:00:51[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:00:51[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:00:51[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:00:52[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:00:53[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m5.72[39m[90m; User: [39m[90m8.06[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 07:00:53[1m FUN[22m] [39mRunning grid line #28 of 40...
[90m[2020-06-29 07:00:53[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:00:53[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:00:53[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 1
[36m[1m 0[22m[39m 0 51
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9808
[0mBalanced Accuracy[0m 0.9904
[0m PPV[0m 0.9231
[0m NPV[0m 1.0000
[0m F1[0m 0.9600
[0m Accuracy[0m 0.9844
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:00:58[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:00:58[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:00:58[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:01:00[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:01:01[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.44[39m[90m; User: [39m[90m13.17[39m[90m; System: [39m[90m0.48[39m[90m)[39m
[90m[2020-06-29 07:01:01[1m FUN[22m] [39mRunning grid line #29 of 40...
[90m[2020-06-29 07:01:01[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:01:01[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:01:02[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 0
[36m[1m 0[22m[39m 0 51
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:01:06[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:01:06[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:01:06[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:01:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:01:09[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.17[39m[90m; User: [39m[90m10.44[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 07:01:09[1m FUN[22m] [39mRunning grid line #30 of 40...
[90m[2020-06-29 07:01:09[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:01:09[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:01:09[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9167
[0m NPV[0m 1.0000
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:01:13[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:01:14[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:01:14[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:01:15[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:01:17[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.90[39m[90m; User: [39m[90m11.46[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 07:01:17[1m FUN[22m] [39mRunning grid line #31 of 40...
[90m[2020-06-29 07:01:17[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:01:17[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:01:17[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 46
[36m[1m 0[22m[39m 10 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0909
[0m Specificity[0m 0.0980
[0mBalanced Accuracy[0m 0.0945
[0m PPV[0m 0.0213
[0m NPV[0m 0.3333
[0m F1[0m 0.0345
[0m Accuracy[0m 0.0968
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 4
[36m[1m 0[22m[39m 2 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.1667
[0m PPV[0m 0.0000
[0m NPV[0m 0.5000
[0m F1[0m NA
[0m Accuracy[0m 0.2500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:01:20[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:01:20[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:01:20[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:01:21[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:01:21[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.09[39m[90m; User: [39m[90m5.06[39m[90m; System: [39m[90m0.31[39m[90m)[39m
[90m[2020-06-29 07:01:21[1m FUN[22m] [39mRunning grid line #32 of 40...
[90m[2020-06-29 07:01:21[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:01:21[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:01:21[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 46
[36m[1m 0[22m[39m 11 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0833
[0m Specificity[0m 0.0980
[0mBalanced Accuracy[0m 0.0907
[0m PPV[0m 0.0213
[0m NPV[0m 0.3125
[0m F1[0m 0.0339
[0m Accuracy[0m 0.0952
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 6
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.0000
[0m PPV[0m 0.0000
[0m NPV[0m 0.0000
[0m F1[0m NA
[0m Accuracy[0m 0.0000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:01:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:01:24[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:01:24[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:01:25[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:01:25[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.75[39m[90m; User: [39m[90m4.44[39m[90m; System: [39m[90m0.28[39m[90m)[39m
[90m[2020-06-29 07:01:25[1m FUN[22m] [39mRunning grid line #33 of 40...
[90m[2020-06-29 07:01:25[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:01:25[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:01:25[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 49
[36m[1m 0[22m[39m 11 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0833
[0m Specificity[0m 0.0577
[0mBalanced Accuracy[0m 0.0705
[0m PPV[0m 0.0200
[0m NPV[0m 0.2143
[0m F1[0m 0.0323
[0m Accuracy[0m 0.0625
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 4
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.2000
[0mBalanced Accuracy[0m 0.1000
[0m PPV[0m 0.0000
[0m NPV[0m 0.5000
[0m F1[0m NA
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:01:28[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:01:28[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:01:28[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:01:29[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:01:29[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.03[39m[90m; User: [39m[90m4.82[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 07:01:29[1m FUN[22m] [39mRunning grid line #34 of 40...
[90m[2020-06-29 07:01:29[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:01:29[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:01:29[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 43
[36m[1m 0[22m[39m 11 8
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0833
[0m Specificity[0m 0.1569
[0mBalanced Accuracy[0m 0.1201
[0m PPV[0m 0.0227
[0m NPV[0m 0.4211
[0m F1[0m 0.0357
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 4
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.1667
[0m PPV[0m 0.0000
[0m NPV[0m 0.6667
[0m F1[0m NA
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:01:32[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:01:32[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:01:33[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:01:33[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:01:33[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.79[39m[90m; User: [39m[90m4.34[39m[90m; System: [39m[90m0.30[39m[90m)[39m
[90m[2020-06-29 07:01:33[1m FUN[22m] [39mRunning grid line #35 of 40...
[90m[2020-06-29 07:01:33[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:01:33[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:01:33[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 51
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1774
[0m NPV[0m NA
[0m F1[0m 0.3014
[0m Accuracy[0m 0.1774
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 6
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.2500
[0m NPV[0m NA
[0m F1[0m 0.4000
[0m Accuracy[0m 0.2500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:01:36[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:01:36[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:01:36[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:01:36[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:01:36[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.05[39m[90m minutes ([39m[90mReal: [39m[90m3.30[39m[90m; User: [39m[90m3.68[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 07:01:36[1m FUN[22m] [39mRunning grid line #36 of 40...
[90m[2020-06-29 07:01:36[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:01:36[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:01:37[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 43
[36m[1m 0[22m[39m 11 9
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0833
[0m Specificity[0m 0.1731
[0mBalanced Accuracy[0m 0.1282
[0m PPV[0m 0.0227
[0m NPV[0m 0.4500
[0m F1[0m 0.0357
[0m Accuracy[0m 0.1562
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 4
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.2000
[0mBalanced Accuracy[0m 0.1000
[0m PPV[0m 0.0000
[0m NPV[0m 0.5000
[0m F1[0m NA
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:01:40[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:01:40[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:01:40[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:01:40[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:01:40[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.74[39m[90m; User: [39m[90m4.45[39m[90m; System: [39m[90m0.32[39m[90m)[39m
[90m[2020-06-29 07:01:40[1m FUN[22m] [39mRunning grid line #37 of 40...
[90m[2020-06-29 07:01:40[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:01:40[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:01:41[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 44
[36m[1m 0[22m[39m 0 7
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.1373
[0mBalanced Accuracy[0m 0.5686
[0m PPV[0m 0.2143
[0m NPV[0m 1.0000
[0m F1[0m 0.3529
[0m Accuracy[0m 0.3016
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 6
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1429
[0m NPV[0m NA
[0m F1[0m 0.2500
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:01:43[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:01:44[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:01:44[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:01:44[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:01:44[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.59[39m[90m; User: [39m[90m4.06[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 07:01:44[1m FUN[22m] [39mRunning grid line #38 of 40...
[90m[2020-06-29 07:01:44[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:01:44[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:01:44[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 43
[36m[1m 0[22m[39m 11 9
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0833
[0m Specificity[0m 0.1731
[0mBalanced Accuracy[0m 0.1282
[0m PPV[0m 0.0227
[0m NPV[0m 0.4500
[0m F1[0m 0.0357
[0m Accuracy[0m 0.1562
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 4
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.2000
[0mBalanced Accuracy[0m 0.1000
[0m PPV[0m 0.0000
[0m NPV[0m 0.5000
[0m F1[0m NA
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:01:47[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:01:47[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:01:47[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:01:47[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:01:47[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.42[39m[90m; User: [39m[90m3.92[39m[90m; System: [39m[90m0.30[39m[90m)[39m
[90m[2020-06-29 07:01:47[1m FUN[22m] [39mRunning grid line #39 of 40...
[90m[2020-06-29 07:01:48[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:01:48[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:01:48[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 36
[36m[1m 0[22m[39m 11 15
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0833
[0m Specificity[0m 0.2941
[0mBalanced Accuracy[0m 0.1887
[0m PPV[0m 0.0270
[0m NPV[0m 0.5769
[0m F1[0m 0.0408
[0m Accuracy[0m 0.2540
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 3
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.2500
[0m PPV[0m 0.0000
[0m NPV[0m 0.7500
[0m F1[0m NA
[0m Accuracy[0m 0.4286
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:01:51[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:01:51[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:01:51[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:01:51[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:01:51[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.65[39m[90m; User: [39m[90m4.22[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 07:01:51[1m FUN[22m] [39mRunning grid line #40 of 40...
[90m[2020-06-29 07:01:51[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:01:51[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:01:52[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 42
[36m[1m 0[22m[39m 10 9
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0909
[0m Specificity[0m 0.1765
[0mBalanced Accuracy[0m 0.1337
[0m PPV[0m 0.0233
[0m NPV[0m 0.4737
[0m F1[0m 0.0370
[0m Accuracy[0m 0.1613
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 5
[36m[1m 0[22m[39m 2 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.1667
[0mBalanced Accuracy[0m 0.0833
[0m PPV[0m 0.0000
[0m NPV[0m 0.3333
[0m F1[0m NA
[0m Accuracy[0m 0.1250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:01:55[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:01:55[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:01:55[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:01:55[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:01:55[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.67[39m[90m; User: [39m[90m4.23[39m[90m; System: [39m[90m0.33[39m[90m)[39m
[90m[2020-06-29 07:02:02[1m FUN[22m] [39mRunning grid line #1 of 40...
[90m[2020-06-29 07:02:02[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:02:02[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:02:03[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8333
[0m NPV[0m 1.0000
[0m F1[0m 0.9091
[0m Accuracy[0m 0.9672
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 1 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.5000
[0m NPV[0m 0.8333
[0m F1[0m 0.5000
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:02:07[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:02:08[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:02:08[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:02:10[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:02:11[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9[39m[90m; User: [39m[90m13.18[39m[90m; System: [39m[90m0.77[39m[90m)[39m
[90m[2020-06-29 07:02:11[1m FUN[22m] [39mRunning grid line #2 of 40...
[90m[2020-06-29 07:02:11[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:02:11[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:02:12[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 5
[36m[1m 0[22m[39m 0 46
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9020
[0mBalanced Accuracy[0m 0.9510
[0m PPV[0m 0.6875
[0m NPV[0m 1.0000
[0m F1[0m 0.8148
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:02:16[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:02:17[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:02:17[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:02:20[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:02:23[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m11.78[39m[90m; User: [39m[90m16.65[39m[90m; System: [39m[90m0.77[39m[90m)[39m
[90m[2020-06-29 07:02:23[1m FUN[22m] [39mRunning grid line #3 of 40...
[90m[2020-06-29 07:02:23[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:02:23[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:02:24[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 5
[36m[1m 0[22m[39m 0 47
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9038
[0mBalanced Accuracy[0m 0.9519
[0m PPV[0m 0.6875
[0m NPV[0m 1.0000
[0m F1[0m 0.8148
[0m Accuracy[0m 0.9206
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:02:29[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:02:30[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:02:30[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:02:34[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:02:36[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.48[39m[90m; User: [39m[90m20.16[39m[90m; System: [39m[90m0.82[39m[90m)[39m
[90m[2020-06-29 07:02:36[1m FUN[22m] [39mRunning grid line #4 of 40...
[90m[2020-06-29 07:02:36[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:02:36[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:02:36[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 4
[36m[1m 0[22m[39m 0 47
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9216
[0mBalanced Accuracy[0m 0.9608
[0m PPV[0m 0.7333
[0m NPV[0m 1.0000
[0m F1[0m 0.8462
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:02:41[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:02:41[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:02:41[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:02:44[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:02:45[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.64[39m[90m; User: [39m[90m15.70[39m[90m; System: [39m[90m0.72[39m[90m)[39m
[90m[2020-06-29 07:02:46[1m FUN[22m] [39mRunning grid line #5 of 40...
[90m[2020-06-29 07:02:46[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:02:46[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:02:46[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 4
[36m[1m 0[22m[39m 0 47
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9216
[0mBalanced Accuracy[0m 0.9608
[0m PPV[0m 0.7333
[0m NPV[0m 1.0000
[0m F1[0m 0.8462
[0m Accuracy[0m 0.9355
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:02:51[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:02:52[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:02:52[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:02:56[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:02:58[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.39[39m[90m; User: [39m[90m20.06[39m[90m; System: [39m[90m0.64[39m[90m)[39m
[90m[2020-06-29 07:02:58[1m FUN[22m] [39mRunning grid line #6 of 40...
[90m[2020-06-29 07:02:58[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:02:58[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:02:58[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 8
[36m[1m 0[22m[39m 0 44
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8462
[0mBalanced Accuracy[0m 0.9231
[0m PPV[0m 0.5789
[0m NPV[0m 1.0000
[0m F1[0m 0.7333
[0m Accuracy[0m 0.8730
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6000
[0mBalanced Accuracy[0m 0.8000
[0m PPV[0m 0.3333
[0m NPV[0m 1.0000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:03:03[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:03:04[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:03:04[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:03:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:03:09[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.12[39m[90m; User: [39m[90m17.99[39m[90m; System: [39m[90m0.64[39m[90m)[39m
[90m[2020-06-29 07:03:09[1m FUN[22m] [39mRunning grid line #7 of 40...
[90m[2020-06-29 07:03:09[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:03:09[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:03:10[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 5
[36m[1m 0[22m[39m 0 46
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9020
[0mBalanced Accuracy[0m 0.9510
[0m PPV[0m 0.6875
[0m NPV[0m 1.0000
[0m F1[0m 0.8148
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:03:15[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:03:16[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:03:16[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:03:20[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:03:22[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.31[39m[90m; User: [39m[90m20.23[39m[90m; System: [39m[90m0.78[39m[90m)[39m
[90m[2020-06-29 07:03:22[1m FUN[22m] [39mRunning grid line #8 of 40...
[90m[2020-06-29 07:03:22[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:03:22[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:03:22[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 9
[36m[1m 0[22m[39m 0 43
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8269
[0mBalanced Accuracy[0m 0.9135
[0m PPV[0m 0.5500
[0m NPV[0m 1.0000
[0m F1[0m 0.7097
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:03:28[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:03:29[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:03:29[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:03:32[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:03:34[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.35[39m[90m; User: [39m[90m19.62[39m[90m; System: [39m[90m0.94[39m[90m)[39m
[90m[2020-06-29 07:03:34[1m FUN[22m] [39mRunning grid line #9 of 40...
[90m[2020-06-29 07:03:34[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:03:34[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:03:35[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 5
[36m[1m 0[22m[39m 0 46
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9020
[0mBalanced Accuracy[0m 0.9510
[0m PPV[0m 0.6875
[0m NPV[0m 1.0000
[0m F1[0m 0.8148
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:03:40[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:03:41[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:03:41[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:03:45[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:03:47[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.67[39m[90m; User: [39m[90m20.34[39m[90m; System: [39m[90m0.96[39m[90m)[39m
[90m[2020-06-29 07:03:47[1m FUN[22m] [39mRunning grid line #10 of 40...
[90m[2020-06-29 07:03:47[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:03:47[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:03:47[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 3
[36m[1m 0[22m[39m 0 48
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9412
[0mBalanced Accuracy[0m 0.9706
[0m PPV[0m 0.7692
[0m NPV[0m 1.0000
[0m F1[0m 0.8696
[0m Accuracy[0m 0.9508
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 1 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.5000
[0m NPV[0m 0.8333
[0m F1[0m 0.5000
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:03:53[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:03:53[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:03:53[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:03:55[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:03:56[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.75[39m[90m; User: [39m[90m13.54[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 07:03:56[1m FUN[22m] [39mRunning grid line #11 of 40...
[90m[2020-06-29 07:03:56[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:03:56[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:03:56[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8333
[0m NPV[0m 1.0000
[0m F1[0m 0.9091
[0m Accuracy[0m 0.9672
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 1 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.5000
[0m NPV[0m 0.8333
[0m F1[0m 0.5000
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:04:01[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:04:01[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:04:01[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:04:03[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:04:04[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.25[39m[90m; User: [39m[90m12.28[39m[90m; System: [39m[90m0.69[39m[90m)[39m
[90m[2020-06-29 07:04:04[1m FUN[22m] [39mRunning grid line #12 of 40...
[90m[2020-06-29 07:04:04[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:04:04[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:04:05[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:04:10[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:04:11[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:04:11[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:04:14[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:04:16[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.50[39m[90m; User: [39m[90m17.86[39m[90m; System: [39m[90m0.83[39m[90m)[39m
[90m[2020-06-29 07:04:16[1m FUN[22m] [39mRunning grid line #13 of 40...
[90m[2020-06-29 07:04:16[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:04:16[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:04:16[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9615
[0mBalanced Accuracy[0m 0.9808
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:04:22[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:04:23[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:04:23[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:04:27[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:04:29[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.22[39m[90m minutes ([39m[90mReal: [39m[90m13.32[39m[90m; User: [39m[90m21.41[39m[90m; System: [39m[90m0.78[39m[90m)[39m
[90m[2020-06-29 07:04:29[1m FUN[22m] [39mRunning grid line #14 of 40...
[90m[2020-06-29 07:04:29[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:04:30[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:04:30[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:04:35[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:04:36[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:04:36[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:04:39[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:04:41[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.22[39m[90m; User: [39m[90m17.78[39m[90m; System: [39m[90m0.63[39m[90m)[39m
[90m[2020-06-29 07:04:41[1m FUN[22m] [39mRunning grid line #15 of 40...
[90m[2020-06-29 07:04:41[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:04:41[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:04:41[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:04:47[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:04:48[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:04:48[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:04:51[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:04:53[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.66[39m[90m; User: [39m[90m20.92[39m[90m; System: [39m[90m0.79[39m[90m)[39m
[90m[2020-06-29 07:04:54[1m FUN[22m] [39mRunning grid line #16 of 40...
[90m[2020-06-29 07:04:54[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:04:54[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:04:54[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 0 51
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9808
[0mBalanced Accuracy[0m 0.9904
[0m PPV[0m 0.9167
[0m NPV[0m 1.0000
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:05:00[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:05:01[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:05:02[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:05:06[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:05:09[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.25[39m[90m minutes ([39m[90mReal: [39m[90m15.11[39m[90m; User: [39m[90m23.96[39m[90m; System: [39m[90m0.86[39m[90m)[39m
[90m[2020-06-29 07:05:09[1m FUN[22m] [39mRunning grid line #17 of 40...
[90m[2020-06-29 07:05:09[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:05:09[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:05:09[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9167
[0m NPV[0m 1.0000
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:05:15[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:05:16[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:05:16[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:05:19[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:05:21[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.50[39m[90m; User: [39m[90m20.54[39m[90m; System: [39m[90m0.58[39m[90m)[39m
[90m[2020-06-29 07:05:21[1m FUN[22m] [39mRunning grid line #18 of 40...
[90m[2020-06-29 07:05:21[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:05:22[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:05:22[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 3
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9423
[0mBalanced Accuracy[0m 0.9712
[0m PPV[0m 0.7857
[0m NPV[0m 1.0000
[0m F1[0m 0.8800
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:05:29[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:05:29[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:05:30[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:05:34[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:05:37[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.26[39m[90m minutes ([39m[90mReal: [39m[90m15.40[39m[90m; User: [39m[90m25.77[39m[90m; System: [39m[90m0.72[39m[90m)[39m
[90m[2020-06-29 07:05:37[1m FUN[22m] [39mRunning grid line #19 of 40...
[90m[2020-06-29 07:05:37[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:05:37[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:05:37[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:05:43[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:05:44[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:05:44[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:05:48[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:05:50[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.22[39m[90m minutes ([39m[90mReal: [39m[90m13.22[39m[90m; User: [39m[90m21.58[39m[90m; System: [39m[90m0.74[39m[90m)[39m
[90m[2020-06-29 07:05:50[1m FUN[22m] [39mRunning grid line #20 of 40...
[90m[2020-06-29 07:05:50[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:05:50[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:05:51[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9091
[0m NPV[0m 1.0000
[0m F1[0m 0.9524
[0m Accuracy[0m 0.9836
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 1 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.8571
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:05:56[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:05:56[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:05:56[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:05:59[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:06:01[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.11[39m[90m; User: [39m[90m16.28[39m[90m; System: [39m[90m0.60[39m[90m)[39m
[90m[2020-06-29 07:06:01[1m FUN[22m] [39mRunning grid line #21 of 40...
[90m[2020-06-29 07:06:01[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:06:01[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:06:01[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8333
[0m NPV[0m 1.0000
[0m F1[0m 0.9091
[0m Accuracy[0m 0.9672
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 1 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.5000
[0m NPV[0m 0.8333
[0m F1[0m 0.5000
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:06:05[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:06:05[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:06:05[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:06:06[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:06:08[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m6.98[39m[90m; User: [39m[90m10.30[39m[90m; System: [39m[90m0.61[39m[90m)[39m
[90m[2020-06-29 07:06:08[1m FUN[22m] [39mRunning grid line #22 of 40...
[90m[2020-06-29 07:06:08[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:06:08[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:06:08[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:06:12[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:06:12[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:06:12[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:06:13[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:06:15[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.75[39m[90m; User: [39m[90m10.01[39m[90m; System: [39m[90m0.49[39m[90m)[39m
[90m[2020-06-29 07:06:15[1m FUN[22m] [39mRunning grid line #23 of 40...
[90m[2020-06-29 07:06:15[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:06:15[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:06:15[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9615
[0mBalanced Accuracy[0m 0.9808
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:06:19[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:06:20[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:06:20[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:06:21[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:06:23[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.89[39m[90m; User: [39m[90m11.80[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 07:06:23[1m FUN[22m] [39mRunning grid line #24 of 40...
[90m[2020-06-29 07:06:23[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:06:23[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:06:23[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:06:27[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:06:28[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:06:28[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:06:29[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:06:31[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m8.10[39m[90m; User: [39m[90m12.20[39m[90m; System: [39m[90m0.59[39m[90m)[39m
[90m[2020-06-29 07:06:31[1m FUN[22m] [39mRunning grid line #25 of 40...
[90m[2020-06-29 07:06:31[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:06:31[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:06:31[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:06:35[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:06:36[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:06:36[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:06:37[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:06:39[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.65[39m[90m; User: [39m[90m11.60[39m[90m; System: [39m[90m0.51[39m[90m)[39m
[90m[2020-06-29 07:06:39[1m FUN[22m] [39mRunning grid line #26 of 40...
[90m[2020-06-29 07:06:39[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:06:39[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:06:39[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 0 51
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9808
[0mBalanced Accuracy[0m 0.9904
[0m PPV[0m 0.9167
[0m NPV[0m 1.0000
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:06:44[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:06:44[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:06:44[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:06:46[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:06:47[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.81[39m[90m; User: [39m[90m13.77[39m[90m; System: [39m[90m0.56[39m[90m)[39m
[90m[2020-06-29 07:06:48[1m FUN[22m] [39mRunning grid line #27 of 40...
[90m[2020-06-29 07:06:48[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:06:48[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:06:48[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9167
[0m NPV[0m 1.0000
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:06:52[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:06:53[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:06:53[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:06:55[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:06:56[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.34[39m[90m; User: [39m[90m12.80[39m[90m; System: [39m[90m0.60[39m[90m)[39m
[90m[2020-06-29 07:06:56[1m FUN[22m] [39mRunning grid line #28 of 40...
[90m[2020-06-29 07:06:56[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:06:56[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:06:56[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9615
[0mBalanced Accuracy[0m 0.9808
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 1 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.8333
[0m F1[0m NA
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:07:01[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:07:02[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:07:02[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:07:04[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:07:05[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.25[39m[90m; User: [39m[90m14.50[39m[90m; System: [39m[90m0.48[39m[90m)[39m
[90m[2020-06-29 07:07:05[1m FUN[22m] [39mRunning grid line #29 of 40...
[90m[2020-06-29 07:07:05[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:07:05[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:07:06[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:07:10[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:07:10[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:07:10[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:07:12[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:07:13[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.82[39m[90m; User: [39m[90m12.07[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 07:07:13[1m FUN[22m] [39mRunning grid line #30 of 40...
[90m[2020-06-29 07:07:13[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:07:13[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:07:14[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9091
[0m NPV[0m 1.0000
[0m F1[0m 0.9524
[0m Accuracy[0m 0.9836
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 1 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.8571
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:07:17[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:07:17[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:07:17[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:07:18[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:07:18[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.61[39m[90m; User: [39m[90m5.94[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 07:07:18[1m FUN[22m] [39mRunning grid line #31 of 40...
[90m[2020-06-29 07:07:18[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:07:18[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:07:18[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 46
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0980
[0mBalanced Accuracy[0m 0.5490
[0m PPV[0m 0.1786
[0m NPV[0m 1.0000
[0m F1[0m 0.3030
[0m Accuracy[0m 0.2459
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 5
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.1667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.2857
[0m NPV[0m 1.0000
[0m F1[0m 0.4444
[0m Accuracy[0m 0.3750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:07:21[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:07:22[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:07:22[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:07:22[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:07:22[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m3.97[39m[90m; User: [39m[90m5.07[39m[90m; System: [39m[90m0.45[39m[90m)[39m
[90m[2020-06-29 07:07:22[1m FUN[22m] [39mRunning grid line #32 of 40...
[90m[2020-06-29 07:07:22[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:07:22[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:07:23[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 51
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1774
[0m NPV[0m NA
[0m F1[0m 0.3014
[0m Accuracy[0m 0.1774
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 6
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1429
[0m NPV[0m NA
[0m F1[0m 0.2500
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:07:25[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:07:26[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:07:26[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:07:26[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:07:26[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.71[39m[90m; User: [39m[90m4.37[39m[90m; System: [39m[90m0.47[39m[90m)[39m
[90m[2020-06-29 07:07:26[1m FUN[22m] [39mRunning grid line #33 of 40...
[90m[2020-06-29 07:07:26[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:07:26[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:07:26[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 52
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1746
[0m NPV[0m NA
[0m F1[0m 0.2973
[0m Accuracy[0m 0.1746
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 5
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1667
[0m NPV[0m NA
[0m F1[0m 0.2857
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:07:29[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:07:29[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:07:29[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:07:29[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:07:30[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.55[39m[90m; User: [39m[90m3.97[39m[90m; System: [39m[90m0.37[39m[90m)[39m
[90m[2020-06-29 07:07:30[1m FUN[22m] [39mRunning grid line #34 of 40...
[90m[2020-06-29 07:07:30[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:07:30[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:07:30[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 51
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1774
[0m NPV[0m NA
[0m F1[0m 0.3014
[0m Accuracy[0m 0.1774
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 6
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1429
[0m NPV[0m NA
[0m F1[0m 0.2500
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:07:33[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:07:33[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:07:33[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:07:33[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:07:34[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m3.92[39m[90m; User: [39m[90m4.31[39m[90m; System: [39m[90m0.28[39m[90m)[39m
[90m[2020-06-29 07:07:34[1m FUN[22m] [39mRunning grid line #35 of 40...
[90m[2020-06-29 07:07:34[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:07:34[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:07:34[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 46
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0980
[0mBalanced Accuracy[0m 0.5490
[0m PPV[0m 0.1930
[0m NPV[0m 1.0000
[0m F1[0m 0.3235
[0m Accuracy[0m 0.2581
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 6
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1429
[0m NPV[0m NA
[0m F1[0m 0.2500
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:07:37[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:07:37[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:07:37[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:07:37[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:07:38[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.86[39m[90m; User: [39m[90m4.61[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 07:07:38[1m FUN[22m] [39mRunning grid line #36 of 40...
[90m[2020-06-29 07:07:38[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:07:38[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:07:38[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 44
[36m[1m 0[22m[39m 10 8
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0909
[0m Specificity[0m 0.1538
[0mBalanced Accuracy[0m 0.1224
[0m PPV[0m 0.0222
[0m NPV[0m 0.4444
[0m F1[0m 0.0357
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 3
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.4000
[0mBalanced Accuracy[0m 0.2000
[0m PPV[0m 0.0000
[0m NPV[0m 0.6667
[0m F1[0m NA
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:07:41[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:07:41[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:07:41[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:07:41[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:07:42[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.77[39m[90m; User: [39m[90m4.62[39m[90m; System: [39m[90m0.19[39m[90m)[39m
[90m[2020-06-29 07:07:42[1m FUN[22m] [39mRunning grid line #37 of 40...
[90m[2020-06-29 07:07:42[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:07:42[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:07:42[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 51
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1774
[0m NPV[0m NA
[0m F1[0m 0.3014
[0m Accuracy[0m 0.1774
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 6
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1429
[0m NPV[0m NA
[0m F1[0m 0.2500
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:07:45[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:07:45[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:07:45[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:07:45[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:07:45[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.73[39m[90m; User: [39m[90m4.37[39m[90m; System: [39m[90m0.18[39m[90m)[39m
[90m[2020-06-29 07:07:45[1m FUN[22m] [39mRunning grid line #38 of 40...
[90m[2020-06-29 07:07:46[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:07:46[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:07:46[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 52
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1746
[0m NPV[0m NA
[0m F1[0m 0.2973
[0m Accuracy[0m 0.1746
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 5
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1667
[0m NPV[0m NA
[0m F1[0m 0.2857
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:07:49[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:07:49[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:07:49[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:07:49[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:07:49[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.75[39m[90m; User: [39m[90m4.21[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 07:07:49[1m FUN[22m] [39mRunning grid line #39 of 40...
[90m[2020-06-29 07:07:49[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:07:49[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:07:50[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 51
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1774
[0m NPV[0m NA
[0m F1[0m 0.3014
[0m Accuracy[0m 0.1774
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 6
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1429
[0m NPV[0m NA
[0m F1[0m 0.2500
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:07:52[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:07:52[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:07:52[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:07:53[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:07:53[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.41[39m[90m; User: [39m[90m4.07[39m[90m; System: [39m[90m0.30[39m[90m)[39m
[90m[2020-06-29 07:07:53[1m FUN[22m] [39mRunning grid line #40 of 40...
[90m[2020-06-29 07:07:53[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:07:53[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:07:53[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 48
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0588
[0mBalanced Accuracy[0m 0.5294
[0m PPV[0m 0.1724
[0m NPV[0m 1.0000
[0m F1[0m 0.2941
[0m Accuracy[0m 0.2131
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 6
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.2500
[0m NPV[0m NA
[0m F1[0m 0.4000
[0m Accuracy[0m 0.2500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:07:56[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:07:56[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:07:57[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:07:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:07:57[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.03[39m[90m; User: [39m[90m5.06[39m[90m; System: [39m[90m0.30[39m[90m)[39m
[90m[2020-06-29 07:08:08[1m FUN[22m] [39mRunning grid line #1 of 40...
[90m[2020-06-29 07:08:08[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:08:08[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:08:08[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 10
[36m[1m 0[22m[39m 0 41
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8039
[0mBalanced Accuracy[0m 0.9020
[0m PPV[0m 0.5238
[0m NPV[0m 1.0000
[0m F1[0m 0.6875
[0m Accuracy[0m 0.8387
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 4
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.3333
[0m NPV[0m 1.0000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:08:14[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:08:15[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:08:15[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:08:17[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:08:18[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.34[39m[90m; User: [39m[90m14.06[39m[90m; System: [39m[90m0.80[39m[90m)[39m
[90m[2020-06-29 07:08:18[1m FUN[22m] [39mRunning grid line #2 of 40...
[90m[2020-06-29 07:08:18[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:08:19[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:08:19[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 2
[36m[1m 0[22m[39m 2 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.8971
[0m PPV[0m 0.8333
[0m NPV[0m 0.9608
[0m F1[0m 0.8333
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:08:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:08:25[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:08:25[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:08:28[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:08:30[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m11.09[39m[90m; User: [39m[90m16.80[39m[90m; System: [39m[90m0.72[39m[90m)[39m
[90m[2020-06-29 07:08:30[1m FUN[22m] [39mRunning grid line #3 of 40...
[90m[2020-06-29 07:08:30[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:08:30[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:08:30[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 4
[36m[1m 0[22m[39m 0 48
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9231
[0mBalanced Accuracy[0m 0.9615
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.9375
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:08:35[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:08:36[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:08:36[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:08:40[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:08:42[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m11.96[39m[90m; User: [39m[90m17.87[39m[90m; System: [39m[90m0.64[39m[90m)[39m
[90m[2020-06-29 07:08:42[1m FUN[22m] [39mRunning grid line #4 of 40...
[90m[2020-06-29 07:08:42[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:08:42[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:08:42[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 1 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9387
[0m PPV[0m 0.8462
[0m NPV[0m 0.9800
[0m F1[0m 0.8800
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:08:48[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:08:49[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:08:49[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:08:53[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:08:56[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.24[39m[90m minutes ([39m[90mReal: [39m[90m14.25[39m[90m; User: [39m[90m22.92[39m[90m; System: [39m[90m0.93[39m[90m)[39m
[90m[2020-06-29 07:08:56[1m FUN[22m] [39mRunning grid line #5 of 40...
[90m[2020-06-29 07:08:56[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:08:56[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:08:57[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 5
[36m[1m 0[22m[39m 0 46
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9020
[0mBalanced Accuracy[0m 0.9510
[0m PPV[0m 0.6875
[0m NPV[0m 1.0000
[0m F1[0m 0.8148
[0m Accuracy[0m 0.9194
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:09:02[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:09:02[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:09:02[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:09:06[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:09:08[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m12.28[39m[90m; User: [39m[90m19.33[39m[90m; System: [39m[90m0.87[39m[90m)[39m
[90m[2020-06-29 07:09:09[1m FUN[22m] [39mRunning grid line #6 of 40...
[90m[2020-06-29 07:09:09[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:09:09[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:09:09[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 6
[36m[1m 0[22m[39m 0 46
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8846
[0mBalanced Accuracy[0m 0.9423
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.9062
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:09:14[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:09:15[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:09:15[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:09:18[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:09:20[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.50[39m[90m; User: [39m[90m18[39m[90m; System: [39m[90m0.75[39m[90m)[39m
[90m[2020-06-29 07:09:20[1m FUN[22m] [39mRunning grid line #7 of 40...
[90m[2020-06-29 07:09:20[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:09:20[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:09:21[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 4
[36m[1m 0[22m[39m 0 47
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9216
[0mBalanced Accuracy[0m 0.9608
[0m PPV[0m 0.7500
[0m NPV[0m 1.0000
[0m F1[0m 0.8571
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:09:25[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:09:26[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:09:26[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:09:28[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:09:30[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.68[39m[90m; User: [39m[90m15.21[39m[90m; System: [39m[90m0.67[39m[90m)[39m
[90m[2020-06-29 07:09:30[1m FUN[22m] [39mRunning grid line #8 of 40...
[90m[2020-06-29 07:09:30[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:09:30[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:09:30[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 3
[36m[1m 0[22m[39m 1 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.9423
[0mBalanced Accuracy[0m 0.9295
[0m PPV[0m 0.7857
[0m NPV[0m 0.9800
[0m F1[0m 0.8462
[0m Accuracy[0m 0.9375
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 1 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.8333
[0m F1[0m NA
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:09:35[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:09:35[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:09:35[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:09:37[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:09:38[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m8.08[39m[90m; User: [39m[90m11.78[39m[90m; System: [39m[90m0.58[39m[90m)[39m
[90m[2020-06-29 07:09:38[1m FUN[22m] [39mRunning grid line #9 of 40...
[90m[2020-06-29 07:09:38[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:09:38[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:09:39[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 3
[36m[1m 0[22m[39m 1 48
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.9412
[0mBalanced Accuracy[0m 0.9289
[0m PPV[0m 0.7857
[0m NPV[0m 0.9796
[0m F1[0m 0.8462
[0m Accuracy[0m 0.9365
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 1 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.8571
[0m F1[0m NA
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:09:44[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:09:44[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:09:44[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:09:46[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:09:47[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.05[39m[90m; User: [39m[90m12.97[39m[90m; System: [39m[90m0.76[39m[90m)[39m
[90m[2020-06-29 07:09:47[1m FUN[22m] [39mRunning grid line #10 of 40...
[90m[2020-06-29 07:09:47[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:09:48[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:09:48[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 7
[36m[1m 0[22m[39m 0 44
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8627
[0mBalanced Accuracy[0m 0.9314
[0m PPV[0m 0.6111
[0m NPV[0m 1.0000
[0m F1[0m 0.7586
[0m Accuracy[0m 0.8871
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:09:53[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:09:53[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:09:53[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:09:56[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:09:57[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.86[39m[90m; User: [39m[90m15.23[39m[90m; System: [39m[90m0.86[39m[90m)[39m
[90m[2020-06-29 07:09:57[1m FUN[22m] [39mRunning grid line #11 of 40...
[90m[2020-06-29 07:09:57[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:09:57[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:09:58[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 2
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:10:03[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:10:04[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:10:04[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:10:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:10:09[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.58[39m[90m; User: [39m[90m18.70[39m[90m; System: [39m[90m0.66[39m[90m)[39m
[90m[2020-06-29 07:10:09[1m FUN[22m] [39mRunning grid line #12 of 40...
[90m[2020-06-29 07:10:09[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:10:09[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:10:09[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 3
[36m[1m 0[22m[39m 0 48
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9412
[0mBalanced Accuracy[0m 0.9706
[0m PPV[0m 0.8000
[0m NPV[0m 1.0000
[0m F1[0m 0.8889
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:10:15[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:10:16[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:10:16[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:10:19[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:10:21[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m12.13[39m[90m; User: [39m[90m19.08[39m[90m; System: [39m[90m0.81[39m[90m)[39m
[90m[2020-06-29 07:10:21[1m FUN[22m] [39mRunning grid line #13 of 40...
[90m[2020-06-29 07:10:21[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:10:21[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:10:22[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 2
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9615
[0mBalanced Accuracy[0m 0.9808
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.9688
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:10:27[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:10:28[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:10:28[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:10:31[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:10:33[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m11.99[39m[90m; User: [39m[90m18.85[39m[90m; System: [39m[90m0.80[39m[90m)[39m
[90m[2020-06-29 07:10:33[1m FUN[22m] [39mRunning grid line #14 of 40...
[90m[2020-06-29 07:10:33[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:10:34[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:10:34[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 0
[36m[1m 0[22m[39m 0 51
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:10:41[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:10:42[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:10:42[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:10:46[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:10:49[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.26[39m[90m minutes ([39m[90mReal: [39m[90m15.49[39m[90m; User: [39m[90m25.96[39m[90m; System: [39m[90m0.83[39m[90m)[39m
[90m[2020-06-29 07:10:49[1m FUN[22m] [39mRunning grid line #15 of 40...
[90m[2020-06-29 07:10:49[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:10:49[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:10:49[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9167
[0m NPV[0m 1.0000
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.6667
[0m NPV[0m 1.0000
[0m F1[0m 0.8000
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:10:55[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:10:56[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:10:56[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:11:00[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:11:03[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.23[39m[90m minutes ([39m[90mReal: [39m[90m13.62[39m[90m; User: [39m[90m23[39m[90m; System: [39m[90m0.60[39m[90m)[39m
[90m[2020-06-29 07:11:03[1m FUN[22m] [39mRunning grid line #16 of 40...
[90m[2020-06-29 07:11:03[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:11:03[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:11:03[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 1
[36m[1m 0[22m[39m 0 51
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9808
[0mBalanced Accuracy[0m 0.9904
[0m PPV[0m 0.9231
[0m NPV[0m 1.0000
[0m F1[0m 0.9600
[0m Accuracy[0m 0.9844
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6000
[0mBalanced Accuracy[0m 0.8000
[0m PPV[0m 0.3333
[0m NPV[0m 1.0000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:11:08[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:11:09[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:11:09[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:11:12[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:11:15[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m12.10[39m[90m; User: [39m[90m19.72[39m[90m; System: [39m[90m0.70[39m[90m)[39m
[90m[2020-06-29 07:11:15[1m FUN[22m] [39mRunning grid line #17 of 40...
[90m[2020-06-29 07:11:15[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:11:15[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:11:15[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:11:21[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:11:21[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:11:22[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:11:24[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:11:27[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.67[39m[90m; User: [39m[90m19.12[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 07:11:27[1m FUN[22m] [39mRunning grid line #18 of 40...
[90m[2020-06-29 07:11:27[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:11:27[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:11:27[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 1 51
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.9808
[0mBalanced Accuracy[0m 0.9487
[0m PPV[0m 0.9167
[0m NPV[0m 0.9808
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9688
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 1 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.8333
[0m F1[0m NA
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:11:32[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:11:33[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:11:33[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:11:36[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:11:37[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.56[39m[90m; User: [39m[90m16.53[39m[90m; System: [39m[90m0.74[39m[90m)[39m
[90m[2020-06-29 07:11:38[1m FUN[22m] [39mRunning grid line #19 of 40...
[90m[2020-06-29 07:11:38[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:11:38[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:11:38[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9231
[0m NPV[0m 1.0000
[0m F1[0m 0.9600
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 1 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.8571
[0m F1[0m NA
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:11:43[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:11:43[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:11:43[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:11:46[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:11:48[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.30[39m[90m; User: [39m[90m16.45[39m[90m; System: [39m[90m0.73[39m[90m)[39m
[90m[2020-06-29 07:11:48[1m FUN[22m] [39mRunning grid line #20 of 40...
[90m[2020-06-29 07:11:48[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:11:48[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:11:48[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9167
[0m NPV[0m 1.0000
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:11:54[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:11:55[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:11:55[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:11:59[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:12:02[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.23[39m[90m minutes ([39m[90mReal: [39m[90m13.74[39m[90m; User: [39m[90m22.66[39m[90m; System: [39m[90m0.93[39m[90m)[39m
[90m[2020-06-29 07:12:02[1m FUN[22m] [39mRunning grid line #21 of 40...
[90m[2020-06-29 07:12:02[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:12:02[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:12:02[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 1 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.5000
[0m NPV[0m 0.8333
[0m F1[0m 0.5000
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:12:06[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:12:07[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:12:07[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:12:08[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:12:09[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.86[39m[90m; User: [39m[90m10.33[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 07:12:09[1m FUN[22m] [39mRunning grid line #22 of 40...
[90m[2020-06-29 07:12:09[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:12:09[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:12:09[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9231
[0m NPV[0m 1.0000
[0m F1[0m 0.9600
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:12:14[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:12:15[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:12:15[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:12:16[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:12:18[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.24[39m[90m; User: [39m[90m14.63[39m[90m; System: [39m[90m0.55[39m[90m)[39m
[90m[2020-06-29 07:12:18[1m FUN[22m] [39mRunning grid line #23 of 40...
[90m[2020-06-29 07:12:18[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:12:18[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:12:19[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 1
[36m[1m 0[22m[39m 0 51
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9808
[0mBalanced Accuracy[0m 0.9904
[0m PPV[0m 0.9231
[0m NPV[0m 1.0000
[0m F1[0m 0.9600
[0m Accuracy[0m 0.9844
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:12:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:12:25[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:12:25[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:12:28[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:12:30[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m11.76[39m[90m; User: [39m[90m18.80[39m[90m; System: [39m[90m0.71[39m[90m)[39m
[90m[2020-06-29 07:12:30[1m FUN[22m] [39mRunning grid line #24 of 40...
[90m[2020-06-29 07:12:30[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:12:30[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:12:31[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 0
[36m[1m 0[22m[39m 0 51
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:12:36[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:12:36[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:12:36[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:12:37[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:12:39[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.57[39m[90m; User: [39m[90m12.69[39m[90m; System: [39m[90m0.62[39m[90m)[39m
[90m[2020-06-29 07:12:39[1m FUN[22m] [39mRunning grid line #25 of 40...
[90m[2020-06-29 07:12:39[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:12:39[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:12:39[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 3
[36m[1m 0[22m[39m 0 48
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9412
[0mBalanced Accuracy[0m 0.9706
[0m PPV[0m 0.7857
[0m NPV[0m 1.0000
[0m F1[0m 0.8800
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 1 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.8571
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:12:44[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:12:45[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:12:45[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:12:46[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:12:47[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m8.06[39m[90m; User: [39m[90m11.31[39m[90m; System: [39m[90m0.66[39m[90m)[39m
[90m[2020-06-29 07:12:47[1m FUN[22m] [39mRunning grid line #26 of 40...
[90m[2020-06-29 07:12:47[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:12:47[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:12:47[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 1
[36m[1m 0[22m[39m 0 51
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9808
[0mBalanced Accuracy[0m 0.9904
[0m PPV[0m 0.9231
[0m NPV[0m 1.0000
[0m F1[0m 0.9600
[0m Accuracy[0m 0.9844
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6000
[0mBalanced Accuracy[0m 0.8000
[0m PPV[0m 0.3333
[0m NPV[0m 1.0000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:12:51[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:12:52[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:12:52[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:12:52[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:12:53[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.39[39m[90m; User: [39m[90m9.26[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 07:12:54[1m FUN[22m] [39mRunning grid line #27 of 40...
[90m[2020-06-29 07:12:54[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:12:54[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:12:54[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 1
[36m[1m 0[22m[39m 2 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.8333
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9069
[0m PPV[0m 0.9091
[0m NPV[0m 0.9615
[0m F1[0m 0.8696
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:12:58[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:12:58[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:12:59[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:13:00[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:13:00[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.78[39m[90m; User: [39m[90m10.05[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 07:13:00[1m FUN[22m] [39mRunning grid line #28 of 40...
[90m[2020-06-29 07:13:00[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:13:01[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:13:01[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 1
[36m[1m 0[22m[39m 0 51
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9808
[0mBalanced Accuracy[0m 0.9904
[0m PPV[0m 0.9231
[0m NPV[0m 1.0000
[0m F1[0m 0.9600
[0m Accuracy[0m 0.9844
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 1 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.8333
[0m F1[0m NA
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:13:05[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:13:05[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:13:05[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:13:06[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:13:07[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.67[39m[90m; User: [39m[90m9.58[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 07:13:07[1m FUN[22m] [39mRunning grid line #29 of 40...
[90m[2020-06-29 07:13:07[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:13:07[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:13:08[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 1 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9485
[0m PPV[0m 0.9167
[0m NPV[0m 0.9804
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 0
[36m[1m 0[22m[39m 1 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m NA
[0m NPV[0m 0.8571
[0m F1[0m NA
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:13:12[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:13:12[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:13:12[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:13:13[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:13:14[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m6.98[39m[90m; User: [39m[90m10.20[39m[90m; System: [39m[90m0.55[39m[90m)[39m
[90m[2020-06-29 07:13:14[1m FUN[22m] [39mRunning grid line #30 of 40...
[90m[2020-06-29 07:13:14[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:13:14[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:13:15[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 1 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.8571
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:13:19[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:13:20[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:13:20[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:13:21[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:13:22[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.75[39m[90m; User: [39m[90m12.11[39m[90m; System: [39m[90m0.33[39m[90m)[39m
[90m[2020-06-29 07:13:22[1m FUN[22m] [39mRunning grid line #31 of 40...
[90m[2020-06-29 07:13:22[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:13:22[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:13:23[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 50
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0196
[0mBalanced Accuracy[0m 0.5098
[0m PPV[0m 0.1803
[0m NPV[0m 1.0000
[0m F1[0m 0.3056
[0m Accuracy[0m 0.1935
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 6
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.2500
[0m NPV[0m NA
[0m F1[0m 0.4000
[0m Accuracy[0m 0.2500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:13:25[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:13:25[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:13:25[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:13:26[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:13:26[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.59[39m[90m; User: [39m[90m4.40[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 07:13:26[1m FUN[22m] [39mRunning grid line #32 of 40...
[90m[2020-06-29 07:13:26[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:13:26[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:13:26[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 43
[36m[1m 0[22m[39m 0 8
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.1569
[0mBalanced Accuracy[0m 0.5784
[0m PPV[0m 0.2182
[0m NPV[0m 1.0000
[0m F1[0m 0.3582
[0m Accuracy[0m 0.3175
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 6
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1429
[0m NPV[0m NA
[0m F1[0m 0.2500
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:13:30[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:13:30[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:13:30[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:13:30[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:13:31[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.52[39m[90m; User: [39m[90m5.80[39m[90m; System: [39m[90m0.58[39m[90m)[39m
[90m[2020-06-29 07:13:31[1m FUN[22m] [39mRunning grid line #33 of 40...
[90m[2020-06-29 07:13:31[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:13:31[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:13:31[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 49
[36m[1m 0[22m[39m 1 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.0577
[0mBalanced Accuracy[0m 0.4872
[0m PPV[0m 0.1833
[0m NPV[0m 0.7500
[0m F1[0m 0.3056
[0m Accuracy[0m 0.2188
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 5
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1667
[0m NPV[0m NA
[0m F1[0m 0.2857
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:13:35[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:13:35[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:13:35[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:13:35[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:13:36[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.92[39m[90m; User: [39m[90m6.50[39m[90m; System: [39m[90m0.46[39m[90m)[39m
[90m[2020-06-29 07:13:36[1m FUN[22m] [39mRunning grid line #34 of 40...
[90m[2020-06-29 07:13:36[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:13:36[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:13:36[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 49
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.0392
[0mBalanced Accuracy[0m 0.4779
[0m PPV[0m 0.1833
[0m NPV[0m 0.6667
[0m F1[0m 0.3056
[0m Accuracy[0m 0.2063
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 6
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1429
[0m NPV[0m NA
[0m F1[0m 0.2500
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:13:39[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:13:39[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:13:39[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:13:40[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:13:40[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.40[39m[90m; User: [39m[90m5.41[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 07:13:40[1m FUN[22m] [39mRunning grid line #35 of 40...
[90m[2020-06-29 07:13:40[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:13:40[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:13:41[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 51
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1774
[0m NPV[0m NA
[0m F1[0m 0.3014
[0m Accuracy[0m 0.1774
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 6
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.2500
[0m NPV[0m NA
[0m F1[0m 0.4000
[0m Accuracy[0m 0.2500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:13:44[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:13:44[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:13:44[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:13:44[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:13:44[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.83[39m[90m; User: [39m[90m4.25[39m[90m; System: [39m[90m0.38[39m[90m)[39m
[90m[2020-06-29 07:13:44[1m FUN[22m] [39mRunning grid line #36 of 40...
[90m[2020-06-29 07:13:44[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:13:44[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:13:45[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 50
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0385
[0mBalanced Accuracy[0m 0.5192
[0m PPV[0m 0.1935
[0m NPV[0m 1.0000
[0m F1[0m 0.3243
[0m Accuracy[0m 0.2188
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 5
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1667
[0m NPV[0m NA
[0m F1[0m 0.2857
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:13:47[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:13:48[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:13:48[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:13:48[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:13:48[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.65[39m[90m; User: [39m[90m4.05[39m[90m; System: [39m[90m0.23[39m[90m)[39m
[90m[2020-06-29 07:13:48[1m FUN[22m] [39mRunning grid line #37 of 40...
[90m[2020-06-29 07:13:48[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:13:48[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:13:48[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 7 48
[36m[1m 0[22m[39m 5 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5833
[0m Specificity[0m 0.0588
[0mBalanced Accuracy[0m 0.3211
[0m PPV[0m 0.1273
[0m NPV[0m 0.3750
[0m F1[0m 0.2090
[0m Accuracy[0m 0.1587
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 6
[36m[1m 0[22m[39m 1 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.0000
[0m PPV[0m 0.0000
[0m NPV[0m 0.0000
[0m F1[0m NA
[0m Accuracy[0m 0.0000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:13:53[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:13:53[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:13:53[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:13:53[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:13:53[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.45[39m[90m; User: [39m[90m7.42[39m[90m; System: [39m[90m0.38[39m[90m)[39m
[90m[2020-06-29 07:13:54[1m FUN[22m] [39mRunning grid line #38 of 40...
[90m[2020-06-29 07:13:54[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:13:54[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:13:54[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 47
[36m[1m 0[22m[39m 11 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0833
[0m Specificity[0m 0.0962
[0mBalanced Accuracy[0m 0.0897
[0m PPV[0m 0.0208
[0m NPV[0m 0.3125
[0m F1[0m 0.0333
[0m Accuracy[0m 0.0938
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 4
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.2000
[0mBalanced Accuracy[0m 0.6000
[0m PPV[0m 0.2000
[0m NPV[0m 1.0000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.3333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:13:57[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:13:57[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:13:57[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:13:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:13:57[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.81[39m[90m; User: [39m[90m4.77[39m[90m; System: [39m[90m0.34[39m[90m)[39m
[90m[2020-06-29 07:13:57[1m FUN[22m] [39mRunning grid line #39 of 40...
[90m[2020-06-29 07:13:57[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:13:58[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:13:58[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 47
[36m[1m 0[22m[39m 11 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0833
[0m Specificity[0m 0.0784
[0mBalanced Accuracy[0m 0.0809
[0m PPV[0m 0.0208
[0m NPV[0m 0.2667
[0m F1[0m 0.0333
[0m Accuracy[0m 0.0794
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 6
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1429
[0m NPV[0m NA
[0m F1[0m 0.2500
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:14:01[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:14:02[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:14:02[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:14:03[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:14:03[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.09[39m[90m minutes ([39m[90mReal: [39m[90m5.64[39m[90m; User: [39m[90m7.90[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 07:14:03[1m FUN[22m] [39mRunning grid line #40 of 40...
[90m[2020-06-29 07:14:03[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:14:03[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:14:04[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 51
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1774
[0m NPV[0m NA
[0m F1[0m 0.3014
[0m Accuracy[0m 0.1774
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 6
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.2500
[0m NPV[0m NA
[0m F1[0m 0.4000
[0m Accuracy[0m 0.2500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:14:06[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:14:07[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:14:07[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:14:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:14:07[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.70[39m[90m; User: [39m[90m4.53[39m[90m; System: [39m[90m0.22[39m[90m)[39m
[90m[2020-06-29 07:14:16[1m FUN[22m] [39mRunning grid line #1 of 40...
[90m[2020-06-29 07:14:16[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:14:16[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:14:16[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 8
[36m[1m 0[22m[39m 1 43
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9091
[0m Specificity[0m 0.8431
[0mBalanced Accuracy[0m 0.8761
[0m PPV[0m 0.5556
[0m NPV[0m 0.9773
[0m F1[0m 0.6897
[0m Accuracy[0m 0.8548
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:14:21[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:14:22[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:14:22[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:14:26[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:14:27[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.53[39m[90m; User: [39m[90m19.01[39m[90m; System: [39m[90m0.81[39m[90m)[39m
[90m[2020-06-29 07:14:28[1m FUN[22m] [39mRunning grid line #2 of 40...
[90m[2020-06-29 07:14:28[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:14:28[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:14:28[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 8
[36m[1m 0[22m[39m 1 43
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.8431
[0mBalanced Accuracy[0m 0.8799
[0m PPV[0m 0.5789
[0m NPV[0m 0.9773
[0m F1[0m 0.7097
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:14:33[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:14:34[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:14:34[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:14:37[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:14:39[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.45[39m[90m; User: [39m[90m18.34[39m[90m; System: [39m[90m0.76[39m[90m)[39m
[90m[2020-06-29 07:14:39[1m FUN[22m] [39mRunning grid line #3 of 40...
[90m[2020-06-29 07:14:39[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:14:39[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:14:40[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 8
[36m[1m 0[22m[39m 1 44
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.8462
[0mBalanced Accuracy[0m 0.8814
[0m PPV[0m 0.5789
[0m NPV[0m 0.9778
[0m F1[0m 0.7097
[0m Accuracy[0m 0.8594
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:14:44[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:14:45[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:14:45[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:14:48[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:14:49[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.04[39m[90m; User: [39m[90m16.04[39m[90m; System: [39m[90m0.66[39m[90m)[39m
[90m[2020-06-29 07:14:49[1m FUN[22m] [39mRunning grid line #4 of 40...
[90m[2020-06-29 07:14:49[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:14:49[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:14:50[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 8
[36m[1m 0[22m[39m 1 43
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.8431
[0mBalanced Accuracy[0m 0.8799
[0m PPV[0m 0.5789
[0m NPV[0m 0.9773
[0m F1[0m 0.7097
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:14:54[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:14:55[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:14:55[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:14:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:14:59[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.67[39m[90m; User: [39m[90m15.31[39m[90m; System: [39m[90m0.55[39m[90m)[39m
[90m[2020-06-29 07:14:59[1m FUN[22m] [39mRunning grid line #5 of 40...
[90m[2020-06-29 07:14:59[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:14:59[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:15:00[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 3
[36m[1m 0[22m[39m 0 48
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9412
[0mBalanced Accuracy[0m 0.9706
[0m PPV[0m 0.7857
[0m NPV[0m 1.0000
[0m F1[0m 0.8800
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 1
[36m[1m 0[22m[39m 2 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.4167
[0m PPV[0m 0.0000
[0m NPV[0m 0.7143
[0m F1[0m NA
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:15:03[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:15:04[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:15:04[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:15:05[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:15:06[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.06[39m[90m; User: [39m[90m10.22[39m[90m; System: [39m[90m0.51[39m[90m)[39m
[90m[2020-06-29 07:15:06[1m FUN[22m] [39mRunning grid line #6 of 40...
[90m[2020-06-29 07:15:06[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:15:06[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:15:07[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 7
[36m[1m 0[22m[39m 1 45
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.8654
[0mBalanced Accuracy[0m 0.8910
[0m PPV[0m 0.6111
[0m NPV[0m 0.9783
[0m F1[0m 0.7333
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:15:12[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:15:13[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:15:13[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:15:16[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:15:18[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.19[39m[90m minutes ([39m[90mReal: [39m[90m11.27[39m[90m; User: [39m[90m18.05[39m[90m; System: [39m[90m0.64[39m[90m)[39m
[90m[2020-06-29 07:15:18[1m FUN[22m] [39mRunning grid line #7 of 40...
[90m[2020-06-29 07:15:18[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:15:18[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:15:18[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 8
[36m[1m 0[22m[39m 1 43
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.8431
[0mBalanced Accuracy[0m 0.8799
[0m PPV[0m 0.5789
[0m NPV[0m 0.9773
[0m F1[0m 0.7097
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:15:23[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:15:24[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:15:24[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:15:26[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:15:27[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.78[39m[90m; User: [39m[90m14.92[39m[90m; System: [39m[90m0.74[39m[90m)[39m
[90m[2020-06-29 07:15:28[1m FUN[22m] [39mRunning grid line #8 of 40...
[90m[2020-06-29 07:15:28[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:15:28[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:15:28[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 10
[36m[1m 0[22m[39m 0 42
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8077
[0mBalanced Accuracy[0m 0.9038
[0m PPV[0m 0.5455
[0m NPV[0m 1.0000
[0m F1[0m 0.7059
[0m Accuracy[0m 0.8438
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 3
[36m[1m 0[22m[39m 0 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.4000
[0mBalanced Accuracy[0m 0.7000
[0m PPV[0m 0.2500
[0m NPV[0m 1.0000
[0m F1[0m 0.4000
[0m Accuracy[0m 0.5000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:15:33[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:15:34[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:15:34[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:15:36[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:15:38[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.33[39m[90m; User: [39m[90m15.80[39m[90m; System: [39m[90m0.75[39m[90m)[39m
[90m[2020-06-29 07:15:38[1m FUN[22m] [39mRunning grid line #9 of 40...
[90m[2020-06-29 07:15:38[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:15:38[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:15:38[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 6
[36m[1m 0[22m[39m 1 45
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.8824
[0mBalanced Accuracy[0m 0.8995
[0m PPV[0m 0.6471
[0m NPV[0m 0.9783
[0m F1[0m 0.7586
[0m Accuracy[0m 0.8889
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.3333
[0m NPV[0m 1.0000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:15:43[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:15:44[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:15:44[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:15:46[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:15:48[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.85[39m[90m; User: [39m[90m15.24[39m[90m; System: [39m[90m0.55[39m[90m)[39m
[90m[2020-06-29 07:15:48[1m FUN[22m] [39mRunning grid line #10 of 40...
[90m[2020-06-29 07:15:48[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:15:48[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:15:48[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 7
[36m[1m 0[22m[39m 0 44
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8627
[0mBalanced Accuracy[0m 0.9314
[0m PPV[0m 0.6111
[0m NPV[0m 1.0000
[0m F1[0m 0.7586
[0m Accuracy[0m 0.8871
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 3
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 0.4000
[0m NPV[0m 1.0000
[0m F1[0m 0.5714
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:15:53[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:15:54[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:15:54[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:15:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:15:59[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m11.07[39m[90m; User: [39m[90m17.67[39m[90m; System: [39m[90m0.88[39m[90m)[39m
[90m[2020-06-29 07:15:59[1m FUN[22m] [39mRunning grid line #11 of 40...
[90m[2020-06-29 07:15:59[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:15:59[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:16:00[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 2
[36m[1m 0[22m[39m 1 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9091
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9349
[0m PPV[0m 0.8333
[0m NPV[0m 0.9800
[0m F1[0m 0.8696
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:16:05[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:16:06[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:16:06[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:16:10[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:16:12[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.22[39m[90m minutes ([39m[90mReal: [39m[90m13.02[39m[90m; User: [39m[90m20.44[39m[90m; System: [39m[90m0.73[39m[90m)[39m
[90m[2020-06-29 07:16:12[1m FUN[22m] [39mRunning grid line #12 of 40...
[90m[2020-06-29 07:16:12[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:16:12[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:16:13[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:16:19[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:16:20[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:16:20[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:16:23[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:16:26[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.23[39m[90m minutes ([39m[90mReal: [39m[90m13.56[39m[90m; User: [39m[90m22.34[39m[90m; System: [39m[90m0.86[39m[90m)[39m
[90m[2020-06-29 07:16:26[1m FUN[22m] [39mRunning grid line #13 of 40...
[90m[2020-06-29 07:16:26[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:16:26[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:16:26[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 2
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9615
[0mBalanced Accuracy[0m 0.9808
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.9688
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:16:33[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:16:34[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:16:34[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:16:37[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:16:40[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.24[39m[90m minutes ([39m[90mReal: [39m[90m14.31[39m[90m; User: [39m[90m23.42[39m[90m; System: [39m[90m0.81[39m[90m)[39m
[90m[2020-06-29 07:16:40[1m FUN[22m] [39mRunning grid line #14 of 40...
[90m[2020-06-29 07:16:41[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:16:41[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:16:41[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 1 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9387
[0m PPV[0m 0.8462
[0m NPV[0m 0.9800
[0m F1[0m 0.8800
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:16:47[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:16:48[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:16:48[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:16:51[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:16:53[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.21[39m[90m minutes ([39m[90mReal: [39m[90m12.47[39m[90m; User: [39m[90m20.16[39m[90m; System: [39m[90m0.84[39m[90m)[39m
[90m[2020-06-29 07:16:53[1m FUN[22m] [39mRunning grid line #15 of 40...
[90m[2020-06-29 07:16:53[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:16:53[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:16:53[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9167
[0m NPV[0m 1.0000
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 1
[36m[1m 0[22m[39m 2 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.4167
[0m PPV[0m 0.0000
[0m NPV[0m 0.7143
[0m F1[0m NA
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:16:58[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:16:59[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:16:59[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:17:00[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:17:02[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.44[39m[90m; User: [39m[90m12.83[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 07:17:02[1m FUN[22m] [39mRunning grid line #16 of 40...
[90m[2020-06-29 07:17:02[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:17:02[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:17:02[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 2
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9615
[0mBalanced Accuracy[0m 0.9808
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.9688
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:17:09[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:17:10[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:17:10[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:17:14[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:17:17[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.25[39m[90m minutes ([39m[90mReal: [39m[90m14.92[39m[90m; User: [39m[90m24.92[39m[90m; System: [39m[90m0.80[39m[90m)[39m
[90m[2020-06-29 07:17:17[1m FUN[22m] [39mRunning grid line #17 of 40...
[90m[2020-06-29 07:17:17[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:17:17[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:17:17[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.9683
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:17:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:17:25[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:17:25[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:17:29[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:17:31[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.24[39m[90m minutes ([39m[90mReal: [39m[90m14.52[39m[90m; User: [39m[90m21.91[39m[90m; System: [39m[90m1.02[39m[90m)[39m
[90m[2020-06-29 07:17:31[1m FUN[22m] [39mRunning grid line #18 of 40...
[90m[2020-06-29 07:17:31[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:17:32[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:17:32[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 2
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9615
[0mBalanced Accuracy[0m 0.9808
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.9688
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:17:38[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:17:40[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:17:40[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:17:44[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:17:47[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.26[39m[90m minutes ([39m[90mReal: [39m[90m15.77[39m[90m; User: [39m[90m26.17[39m[90m; System: [39m[90m0.99[39m[90m)[39m
[90m[2020-06-29 07:17:47[1m FUN[22m] [39mRunning grid line #19 of 40...
[90m[2020-06-29 07:17:47[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:17:47[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:17:48[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 1 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9387
[0m PPV[0m 0.8462
[0m NPV[0m 0.9800
[0m F1[0m 0.8800
[0m Accuracy[0m 0.9524
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.8333
[0m PPV[0m 0.3333
[0m NPV[0m 1.0000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:17:53[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:17:54[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:17:54[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:17:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:17:59[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.20[39m[90m minutes ([39m[90mReal: [39m[90m11.84[39m[90m; User: [39m[90m19.47[39m[90m; System: [39m[90m0.73[39m[90m)[39m
[90m[2020-06-29 07:17:59[1m FUN[22m] [39mRunning grid line #20 of 40...
[90m[2020-06-29 07:17:59[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:17:59[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:18:00[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 1 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.6667
[0m PPV[0m 0.5000
[0m NPV[0m 0.8333
[0m F1[0m 0.5000
[0m Accuracy[0m 0.7500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:18:05[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:18:06[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:18:06[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:18:10[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:18:13[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.22[39m[90m minutes ([39m[90mReal: [39m[90m13.25[39m[90m; User: [39m[90m21.83[39m[90m; System: [39m[90m0.64[39m[90m)[39m
[90m[2020-06-29 07:18:13[1m FUN[22m] [39mRunning grid line #21 of 40...
[90m[2020-06-29 07:18:13[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:18:13[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:18:13[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9167
[0m NPV[0m 1.0000
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 1 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.8571
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:18:17[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:18:17[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:18:17[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:18:18[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:18:19[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m6.20[39m[90m; User: [39m[90m8.89[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 07:18:19[1m FUN[22m] [39mRunning grid line #22 of 40...
[90m[2020-06-29 07:18:19[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:18:19[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:18:19[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9231
[0m NPV[0m 1.0000
[0m F1[0m 0.9600
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:18:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:18:24[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:18:24[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:18:25[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:18:27[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.52[39m[90m; User: [39m[90m11.19[39m[90m; System: [39m[90m0.61[39m[90m)[39m
[90m[2020-06-29 07:18:27[1m FUN[22m] [39mRunning grid line #23 of 40...
[90m[2020-06-29 07:18:27[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:18:27[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:18:27[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 1
[36m[1m 0[22m[39m 0 51
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9808
[0mBalanced Accuracy[0m 0.9904
[0m PPV[0m 0.9231
[0m NPV[0m 1.0000
[0m F1[0m 0.9600
[0m Accuracy[0m 0.9844
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:18:31[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:18:32[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:18:32[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:18:33[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:18:35[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m8.08[39m[90m; User: [39m[90m11.99[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 07:18:35[1m FUN[22m] [39mRunning grid line #24 of 40...
[90m[2020-06-29 07:18:35[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:18:35[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:18:35[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9231
[0m NPV[0m 1.0000
[0m F1[0m 0.9600
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:18:39[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:18:39[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:18:40[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:18:41[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:18:42[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.50[39m[90m; User: [39m[90m11.39[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 07:18:42[1m FUN[22m] [39mRunning grid line #25 of 40...
[90m[2020-06-29 07:18:43[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:18:43[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:18:43[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9167
[0m NPV[0m 1.0000
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 1
[36m[1m 0[22m[39m 2 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.4167
[0m PPV[0m 0.0000
[0m NPV[0m 0.7143
[0m F1[0m NA
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:18:46[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:18:46[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:18:46[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:18:47[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:18:47[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.08[39m[90m minutes ([39m[90mReal: [39m[90m4.55[39m[90m; User: [39m[90m5.80[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 07:18:47[1m FUN[22m] [39mRunning grid line #26 of 40...
[90m[2020-06-29 07:18:47[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:18:47[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:18:48[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 1
[36m[1m 0[22m[39m 0 51
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9808
[0mBalanced Accuracy[0m 0.9904
[0m PPV[0m 0.9231
[0m NPV[0m 1.0000
[0m F1[0m 0.9600
[0m Accuracy[0m 0.9844
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:18:52[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:18:52[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:18:52[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:18:54[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:18:55[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.99[39m[90m; User: [39m[90m12.27[39m[90m; System: [39m[90m0.69[39m[90m)[39m
[90m[2020-06-29 07:18:55[1m FUN[22m] [39mRunning grid line #27 of 40...
[90m[2020-06-29 07:18:55[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:18:55[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:18:56[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9231
[0m NPV[0m 1.0000
[0m F1[0m 0.9600
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:19:01[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:19:01[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:19:01[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:19:02[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:19:04[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.47[39m[90m; User: [39m[90m12.95[39m[90m; System: [39m[90m0.47[39m[90m)[39m
[90m[2020-06-29 07:19:04[1m FUN[22m] [39mRunning grid line #28 of 40...
[90m[2020-06-29 07:19:04[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:19:04[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:19:04[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 2
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9615
[0mBalanced Accuracy[0m 0.9808
[0m PPV[0m 0.8571
[0m NPV[0m 1.0000
[0m F1[0m 0.9231
[0m Accuracy[0m 0.9688
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:19:09[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:19:10[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:19:10[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:19:12[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:19:13[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.44[39m[90m; User: [39m[90m14.93[39m[90m; System: [39m[90m0.60[39m[90m)[39m
[90m[2020-06-29 07:19:13[1m FUN[22m] [39mRunning grid line #29 of 40...
[90m[2020-06-29 07:19:13[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:19:14[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:19:14[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9231
[0m NPV[0m 1.0000
[0m F1[0m 0.9600
[0m Accuracy[0m 0.9841
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:19:18[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:19:19[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:19:19[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:19:20[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:19:22[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.31[39m[90m; User: [39m[90m13[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 07:19:22[1m FUN[22m] [39mRunning grid line #30 of 40...
[90m[2020-06-29 07:19:22[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:19:22[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:19:22[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 0 50
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9804
[0mBalanced Accuracy[0m 0.9902
[0m PPV[0m 0.9167
[0m NPV[0m 1.0000
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9839
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 1 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.8571
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:19:26[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:19:27[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:19:27[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:19:28[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:19:29[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m7.32[39m[90m; User: [39m[90m11.14[39m[90m; System: [39m[90m0.54[39m[90m)[39m
[90m[2020-06-29 07:19:29[1m FUN[22m] [39mRunning grid line #31 of 40...
[90m[2020-06-29 07:19:29[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:19:29[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:19:30[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 4 38
[36m[1m 0[22m[39m 7 13
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.3636
[0m Specificity[0m 0.2549
[0mBalanced Accuracy[0m 0.3093
[0m PPV[0m 0.0952
[0m NPV[0m 0.6500
[0m F1[0m 0.1509
[0m Accuracy[0m 0.2742
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 6
[36m[1m 0[22m[39m 2 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.0000
[0m PPV[0m 0.0000
[0m NPV[0m 0.0000
[0m F1[0m NA
[0m Accuracy[0m 0.0000
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:19:34[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:19:34[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:19:34[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:19:35[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:19:36[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.77[39m[90m; User: [39m[90m9.60[39m[90m; System: [39m[90m0.56[39m[90m)[39m
[90m[2020-06-29 07:19:36[1m FUN[22m] [39mRunning grid line #32 of 40...
[90m[2020-06-29 07:19:36[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:19:36[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:19:37[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 7 45
[36m[1m 0[22m[39m 5 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5833
[0m Specificity[0m 0.1176
[0mBalanced Accuracy[0m 0.3505
[0m PPV[0m 0.1346
[0m NPV[0m 0.5455
[0m F1[0m 0.2188
[0m Accuracy[0m 0.2063
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 6
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1429
[0m NPV[0m NA
[0m F1[0m 0.2500
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:19:40[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:19:40[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:19:40[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:19:40[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:19:41[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.45[39m[90m; User: [39m[90m5.84[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 07:19:41[1m FUN[22m] [39mRunning grid line #33 of 40...
[90m[2020-06-29 07:19:41[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:19:41[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:19:41[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 41
[36m[1m 0[22m[39m 11 11
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0833
[0m Specificity[0m 0.2115
[0mBalanced Accuracy[0m 0.1474
[0m PPV[0m 0.0238
[0m NPV[0m 0.5000
[0m F1[0m 0.0370
[0m Accuracy[0m 0.1875
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 4
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.2000
[0mBalanced Accuracy[0m 0.1000
[0m PPV[0m 0.0000
[0m NPV[0m 0.5000
[0m F1[0m NA
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:19:44[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:19:44[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:19:44[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:19:45[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:19:45[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.05[39m[90m; User: [39m[90m4.80[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 07:19:45[1m FUN[22m] [39mRunning grid line #34 of 40...
[90m[2020-06-29 07:19:45[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:19:45[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:19:45[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 40
[36m[1m 0[22m[39m 11 11
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0833
[0m Specificity[0m 0.2157
[0mBalanced Accuracy[0m 0.1495
[0m PPV[0m 0.0244
[0m NPV[0m 0.5000
[0m F1[0m 0.0377
[0m Accuracy[0m 0.1905
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 5
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.1667
[0mBalanced Accuracy[0m 0.0833
[0m PPV[0m 0.0000
[0m NPV[0m 0.5000
[0m F1[0m NA
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:19:48[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:19:48[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:19:49[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:19:49[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:19:49[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m3.97[39m[90m; User: [39m[90m4.80[39m[90m; System: [39m[90m0.31[39m[90m)[39m
[90m[2020-06-29 07:19:49[1m FUN[22m] [39mRunning grid line #35 of 40...
[90m[2020-06-29 07:19:49[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:19:49[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:19:49[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 47
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0784
[0mBalanced Accuracy[0m 0.5392
[0m PPV[0m 0.1897
[0m NPV[0m 1.0000
[0m F1[0m 0.3188
[0m Accuracy[0m 0.2419
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 6
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.2500
[0m NPV[0m NA
[0m F1[0m 0.4000
[0m Accuracy[0m 0.2500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:19:52[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:19:52[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:19:53[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:19:53[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:19:53[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.06[39m[90m; User: [39m[90m5.17[39m[90m; System: [39m[90m0.31[39m[90m)[39m
[90m[2020-06-29 07:19:53[1m FUN[22m] [39mRunning grid line #36 of 40...
[90m[2020-06-29 07:19:53[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:19:53[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:19:54[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 44
[36m[1m 0[22m[39m 11 8
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0833
[0m Specificity[0m 0.1538
[0mBalanced Accuracy[0m 0.1186
[0m PPV[0m 0.0222
[0m NPV[0m 0.4211
[0m F1[0m 0.0351
[0m Accuracy[0m 0.1406
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 4
[36m[1m 0[22m[39m 1 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.2000
[0mBalanced Accuracy[0m 0.1000
[0m PPV[0m 0.0000
[0m NPV[0m 0.5000
[0m F1[0m NA
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:19:57[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:19:57[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:19:57[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:19:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:19:57[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.16[39m[90m; User: [39m[90m5.10[39m[90m; System: [39m[90m0.48[39m[90m)[39m
[90m[2020-06-29 07:19:58[1m FUN[22m] [39mRunning grid line #37 of 40...
[90m[2020-06-29 07:19:58[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:19:58[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:19:58[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 43
[36m[1m 0[22m[39m 11 8
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0833
[0m Specificity[0m 0.1569
[0mBalanced Accuracy[0m 0.1201
[0m PPV[0m 0.0227
[0m NPV[0m 0.4211
[0m F1[0m 0.0357
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 4
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.3333
[0mBalanced Accuracy[0m 0.1667
[0m PPV[0m 0.0000
[0m NPV[0m 0.6667
[0m F1[0m NA
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:20:01[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:20:01[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:20:01[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:20:01[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:20:02[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.25[39m[90m; User: [39m[90m4.85[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 07:20:02[1m FUN[22m] [39mRunning grid line #38 of 40...
[90m[2020-06-29 07:20:02[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:20:02[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m64 x 39
[22m Training outcome: [1m64 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:20:02[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 12 52
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1875
[0m NPV[0m NA
[0m F1[0m 0.3158
[0m Accuracy[0m 0.1875
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 5
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1667
[0m NPV[0m NA
[0m F1[0m 0.2857
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:20:05[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:20:05[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:20:05[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:20:05[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:20:05[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.50[39m[90m; User: [39m[90m4.18[39m[90m; System: [39m[90m0.20[39m[90m)[39m
[90m[2020-06-29 07:20:06[1m FUN[22m] [39mRunning grid line #39 of 40...
[90m[2020-06-29 07:20:06[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:20:06[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m63 x 39
[22m Training outcome: [1m63 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:20:06[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 49
[36m[1m 0[22m[39m 1 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.9167
[0m Specificity[0m 0.0392
[0mBalanced Accuracy[0m 0.4779
[0m PPV[0m 0.1833
[0m NPV[0m 0.6667
[0m F1[0m 0.3056
[0m Accuracy[0m 0.2063
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 5
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.1667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.1667
[0m NPV[0m 1.0000
[0m F1[0m 0.2857
[0m Accuracy[0m 0.2857
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:20:09[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:20:09[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:20:09[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:20:10[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:20:10[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.31[39m[90m; User: [39m[90m5.42[39m[90m; System: [39m[90m0.31[39m[90m)[39m
[90m[2020-06-29 07:20:10[1m FUN[22m] [39mRunning grid line #40 of 40...
[90m[2020-06-29 07:20:10[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:20:10[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:20:10[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 44
[36m[1m 0[22m[39m 10 7
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0909
[0m Specificity[0m 0.1373
[0mBalanced Accuracy[0m 0.1141
[0m PPV[0m 0.0222
[0m NPV[0m 0.4118
[0m F1[0m 0.0357
[0m Accuracy[0m 0.1290
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 3
[36m[1m 0[22m[39m 2 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.5000
[0mBalanced Accuracy[0m 0.2500
[0m PPV[0m 0.0000
[0m NPV[0m 0.6000
[0m F1[0m NA
[0m Accuracy[0m 0.3750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:20:13[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:20:14[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:20:14[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:20:14[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:20:14[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.25[39m[90m; User: [39m[90m5.14[39m[90m; System: [39m[90m0.41[39m[90m)[39m
[90m[2020-06-29 07:20:20[1m FUN[22m] [39mRunning grid line #1 of 40...
[90m[2020-06-29 07:20:20[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:20:20[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m60 x 39
[22m Training outcome: [1m60 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:20:20[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 8
[36m[1m 0[22m[39m 0 42
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8400
[0mBalanced Accuracy[0m 0.9200
[0m PPV[0m 0.5556
[0m NPV[0m 1.0000
[0m F1[0m 0.7143
[0m Accuracy[0m 0.8667
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 1 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.3333
[0m NPV[0m 0.8000
[0m F1[0m 0.4000
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:20:24[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:20:25[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:20:25[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:20:27[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:20:28[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m8.09[39m[90m; User: [39m[90m12.44[39m[90m; System: [39m[90m0.55[39m[90m)[39m
[90m[2020-06-29 07:20:28[1m FUN[22m] [39mRunning grid line #2 of 40...
[90m[2020-06-29 07:20:28[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:20:28[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:20:28[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9800
[0mBalanced Accuracy[0m 0.9900
[0m PPV[0m 0.9167
[0m NPV[0m 1.0000
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9836
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:20:33[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:20:33[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:20:34[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:20:36[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:20:37[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m9.23[39m[90m; User: [39m[90m14.50[39m[90m; System: [39m[90m0.58[39m[90m)[39m
[90m[2020-06-29 07:20:37[1m FUN[22m] [39mRunning grid line #3 of 40...
[90m[2020-06-29 07:20:37[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:20:37[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:20:38[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 9
[36m[1m 0[22m[39m 0 42
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8235
[0mBalanced Accuracy[0m 0.9118
[0m PPV[0m 0.5500
[0m NPV[0m 1.0000
[0m F1[0m 0.7097
[0m Accuracy[0m 0.8548
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:20:42[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:20:43[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:20:43[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:20:45[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:20:47[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.79[39m[90m; User: [39m[90m15.58[39m[90m; System: [39m[90m0.55[39m[90m)[39m
[90m[2020-06-29 07:20:47[1m FUN[22m] [39mRunning grid line #4 of 40...
[90m[2020-06-29 07:20:47[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:20:47[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:20:48[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 3
[36m[1m 0[22m[39m 0 47
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9400
[0mBalanced Accuracy[0m 0.9700
[0m PPV[0m 0.7857
[0m NPV[0m 1.0000
[0m F1[0m 0.8800
[0m Accuracy[0m 0.9508
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 1
[36m[1m 0[22m[39m 1 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.4167
[0m PPV[0m 0.0000
[0m NPV[0m 0.8333
[0m F1[0m NA
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:20:52[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:20:52[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:20:52[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:20:54[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:20:55[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m8.09[39m[90m; User: [39m[90m12.57[39m[90m; System: [39m[90m0.53[39m[90m)[39m
[90m[2020-06-29 07:20:55[1m FUN[22m] [39mRunning grid line #5 of 40...
[90m[2020-06-29 07:20:55[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:20:55[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:20:56[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 6
[36m[1m 0[22m[39m 0 45
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8824
[0mBalanced Accuracy[0m 0.9412
[0m PPV[0m 0.6471
[0m NPV[0m 1.0000
[0m F1[0m 0.7857
[0m Accuracy[0m 0.9032
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 0 3
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.6000
[0mBalanced Accuracy[0m 0.8000
[0m PPV[0m 0.3333
[0m NPV[0m 1.0000
[0m F1[0m 0.5000
[0m Accuracy[0m 0.6667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:21:00[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:21:01[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:21:01[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:21:03[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:21:04[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.87[39m[90m; User: [39m[90m13.58[39m[90m; System: [39m[90m0.51[39m[90m)[39m
[90m[2020-06-29 07:21:04[1m FUN[22m] [39mRunning grid line #6 of 40...
[90m[2020-06-29 07:21:04[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:21:04[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:21:05[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 5
[36m[1m 0[22m[39m 0 45
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9000
[0mBalanced Accuracy[0m 0.9500
[0m PPV[0m 0.6875
[0m NPV[0m 1.0000
[0m F1[0m 0.8148
[0m Accuracy[0m 0.9180
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:21:09[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:21:10[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:21:10[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:21:14[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:21:15[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.83[39m[90m; User: [39m[90m17.17[39m[90m; System: [39m[90m0.78[39m[90m)[39m
[90m[2020-06-29 07:21:15[1m FUN[22m] [39mRunning grid line #7 of 40...
[90m[2020-06-29 07:21:15[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:21:15[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:21:16[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 8
[36m[1m 0[22m[39m 0 43
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8431
[0mBalanced Accuracy[0m 0.9216
[0m PPV[0m 0.5789
[0m NPV[0m 1.0000
[0m F1[0m 0.7333
[0m Accuracy[0m 0.8710
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:21:20[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:21:21[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:21:21[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:21:24[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:21:25[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.12[39m[90m; User: [39m[90m15.95[39m[90m; System: [39m[90m0.58[39m[90m)[39m
[90m[2020-06-29 07:21:25[1m FUN[22m] [39mRunning grid line #8 of 40...
[90m[2020-06-29 07:21:26[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:21:26[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:21:26[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 6
[36m[1m 0[22m[39m 0 44
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8800
[0mBalanced Accuracy[0m 0.9400
[0m PPV[0m 0.6471
[0m NPV[0m 1.0000
[0m F1[0m 0.7857
[0m Accuracy[0m 0.9016
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:21:31[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:21:32[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:21:32[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:21:35[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:21:37[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.18[39m[90m minutes ([39m[90mReal: [39m[90m10.97[39m[90m; User: [39m[90m17.31[39m[90m; System: [39m[90m0.77[39m[90m)[39m
[90m[2020-06-29 07:21:37[1m FUN[22m] [39mRunning grid line #9 of 40...
[90m[2020-06-29 07:21:37[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:21:37[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:21:37[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 6
[36m[1m 0[22m[39m 0 45
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8824
[0mBalanced Accuracy[0m 0.9412
[0m PPV[0m 0.6471
[0m NPV[0m 1.0000
[0m F1[0m 0.7857
[0m Accuracy[0m 0.9032
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:21:42[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:21:42[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:21:42[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:21:45[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:21:46[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.16[39m[90m minutes ([39m[90mReal: [39m[90m9.44[39m[90m; User: [39m[90m14.86[39m[90m; System: [39m[90m0.70[39m[90m)[39m
[90m[2020-06-29 07:21:46[1m FUN[22m] [39mRunning grid line #10 of 40...
[90m[2020-06-29 07:21:46[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:21:46[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m60 x 39
[22m Training outcome: [1m60 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:21:47[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 3
[36m[1m 0[22m[39m 0 47
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9400
[0mBalanced Accuracy[0m 0.9700
[0m PPV[0m 0.7692
[0m NPV[0m 1.0000
[0m F1[0m 0.8696
[0m Accuracy[0m 0.9500
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:21:51[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:21:52[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:21:52[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:21:54[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:21:55[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.99[39m[90m; User: [39m[90m13.81[39m[90m; System: [39m[90m0.55[39m[90m)[39m
[90m[2020-06-29 07:21:55[1m FUN[22m] [39mRunning grid line #11 of 40...
[90m[2020-06-29 07:21:55[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:21:55[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m60 x 39
[22m Training outcome: [1m60 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:21:56[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 4
[36m[1m 0[22m[39m 0 46
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9200
[0mBalanced Accuracy[0m 0.9600
[0m PPV[0m 0.7143
[0m NPV[0m 1.0000
[0m F1[0m 0.8333
[0m Accuracy[0m 0.9333
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 2
[36m[1m 0[22m[39m 1 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 0.6667
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 0.3333
[0m NPV[0m 0.8000
[0m F1[0m 0.4000
[0m Accuracy[0m 0.6250
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:22:00[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:22:01[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:22:01[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:22:03[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:22:04[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.15[39m[90m minutes ([39m[90mReal: [39m[90m8.93[39m[90m; User: [39m[90m14.28[39m[90m; System: [39m[90m0.42[39m[90m)[39m
[90m[2020-06-29 07:22:04[1m FUN[22m] [39mRunning grid line #12 of 40...
[90m[2020-06-29 07:22:04[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:22:04[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:22:05[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9800
[0mBalanced Accuracy[0m 0.9900
[0m PPV[0m 0.9167
[0m NPV[0m 1.0000
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9836
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:22:10[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:22:10[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:22:10[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:22:13[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:22:15[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.50[39m[90m; User: [39m[90m16.92[39m[90m; System: [39m[90m0.68[39m[90m)[39m
[90m[2020-06-29 07:22:15[1m FUN[22m] [39mRunning grid line #13 of 40...
[90m[2020-06-29 07:22:15[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:22:15[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:22:15[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 3
[36m[1m 0[22m[39m 0 48
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9412
[0mBalanced Accuracy[0m 0.9706
[0m PPV[0m 0.7857
[0m NPV[0m 1.0000
[0m F1[0m 0.8800
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:22:22[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:22:23[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:22:23[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:22:26[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:22:29[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.24[39m[90m minutes ([39m[90mReal: [39m[90m14.30[39m[90m; User: [39m[90m23.68[39m[90m; System: [39m[90m1.03[39m[90m)[39m
[90m[2020-06-29 07:22:29[1m FUN[22m] [39mRunning grid line #14 of 40...
[90m[2020-06-29 07:22:29[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:22:30[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:22:30[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9800
[0mBalanced Accuracy[0m 0.9900
[0m PPV[0m 0.9167
[0m NPV[0m 1.0000
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9836
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 1
[36m[1m 0[22m[39m 1 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.4167
[0m PPV[0m 0.0000
[0m NPV[0m 0.8333
[0m F1[0m NA
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:22:35[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:22:35[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:22:35[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:22:38[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:22:40[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.31[39m[90m; User: [39m[90m16.14[39m[90m; System: [39m[90m0.61[39m[90m)[39m
[90m[2020-06-29 07:22:40[1m FUN[22m] [39mRunning grid line #15 of 40...
[90m[2020-06-29 07:22:40[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:22:40[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:22:40[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:22:45[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:22:46[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:22:46[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:22:48[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:22:50[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.39[39m[90m; User: [39m[90m16.70[39m[90m; System: [39m[90m0.61[39m[90m)[39m
[90m[2020-06-29 07:22:50[1m FUN[22m] [39mRunning grid line #16 of 40...
[90m[2020-06-29 07:22:50[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:22:50[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:22:51[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 48
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9600
[0mBalanced Accuracy[0m 0.9800
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9672
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:22:57[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:22:58[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:22:58[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:23:01[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:23:06[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.25[39m[90m minutes ([39m[90mReal: [39m[90m15.09[39m[90m; User: [39m[90m23.88[39m[90m; System: [39m[90m0.78[39m[90m)[39m
[90m[2020-06-29 07:23:06[1m FUN[22m] [39mRunning grid line #17 of 40...
[90m[2020-06-29 07:23:06[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:23:06[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:23:06[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 3
[36m[1m 0[22m[39m 0 48
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9412
[0mBalanced Accuracy[0m 0.9706
[0m PPV[0m 0.7857
[0m NPV[0m 1.0000
[0m F1[0m 0.8800
[0m Accuracy[0m 0.9516
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:23:13[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:23:14[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:23:14[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:23:18[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:23:21[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.25[39m[90m minutes ([39m[90mReal: [39m[90m14.94[39m[90m; User: [39m[90m24.40[39m[90m; System: [39m[90m0.93[39m[90m)[39m
[90m[2020-06-29 07:23:21[1m FUN[22m] [39mRunning grid line #18 of 40...
[90m[2020-06-29 07:23:21[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:23:21[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:23:21[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 48
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9600
[0mBalanced Accuracy[0m 0.9800
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9672
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:23:27[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:23:28[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:23:28[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:23:33[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:23:36[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.25[39m[90m minutes ([39m[90mReal: [39m[90m15.03[39m[90m; User: [39m[90m24.89[39m[90m; System: [39m[90m0.89[39m[90m)[39m
[90m[2020-06-29 07:23:36[1m FUN[22m] [39mRunning grid line #19 of 40...
[90m[2020-06-29 07:23:36[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:23:36[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:23:36[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 4
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8000
[0mBalanced Accuracy[0m 0.9000
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8333
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:23:42[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:23:43[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:23:43[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:23:47[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:23:49[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.22[39m[90m minutes ([39m[90mReal: [39m[90m13.19[39m[90m; User: [39m[90m21.60[39m[90m; System: [39m[90m0.82[39m[90m)[39m
[90m[2020-06-29 07:23:49[1m FUN[22m] [39mRunning grid line #20 of 40...
[90m[2020-06-29 07:23:49[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:23:49[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m60 x 39
[22m Training outcome: [1m60 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:23:49[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 2
[36m[1m 0[22m[39m 0 48
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9600
[0mBalanced Accuracy[0m 0.9800
[0m PPV[0m 0.8333
[0m NPV[0m 1.0000
[0m F1[0m 0.9091
[0m Accuracy[0m 0.9667
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:23:54[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:23:55[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:23:55[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:23:57[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:23:59[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.17[39m[90m minutes ([39m[90mReal: [39m[90m10.04[39m[90m; User: [39m[90m15.96[39m[90m; System: [39m[90m0.75[39m[90m)[39m
[90m[2020-06-29 07:23:59[1m FUN[22m] [39mRunning grid line #21 of 40...
[90m[2020-06-29 07:23:59[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:23:59[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m60 x 39
[22m Training outcome: [1m60 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:24:00[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 1
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9800
[0mBalanced Accuracy[0m 0.9900
[0m PPV[0m 0.9091
[0m NPV[0m 1.0000
[0m F1[0m 0.9524
[0m Accuracy[0m 0.9833
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 1 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.5000
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.7500
[0m PPV[0m 1.0000
[0m NPV[0m 0.8571
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:24:03[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:24:03[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:24:04[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:24:04[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:24:05[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.10[39m[90m minutes ([39m[90mReal: [39m[90m5.72[39m[90m; User: [39m[90m8.25[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 07:24:05[1m FUN[22m] [39mRunning grid line #22 of 40...
[90m[2020-06-29 07:24:05[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:24:05[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:24:06[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9800
[0mBalanced Accuracy[0m 0.9900
[0m PPV[0m 0.9167
[0m NPV[0m 1.0000
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9836
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:24:11[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:24:12[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:24:12[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:24:13[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:24:14[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.57[39m[90m; User: [39m[90m11.47[39m[90m; System: [39m[90m0.82[39m[90m)[39m
[90m[2020-06-29 07:24:14[1m FUN[22m] [39mRunning grid line #23 of 40...
[90m[2020-06-29 07:24:14[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:24:14[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:24:14[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:24:18[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:24:19[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:24:19[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:24:21[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:24:22[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.14[39m[90m minutes ([39m[90mReal: [39m[90m8.52[39m[90m; User: [39m[90m13.11[39m[90m; System: [39m[90m0.52[39m[90m)[39m
[90m[2020-06-29 07:24:23[1m FUN[22m] [39mRunning grid line #24 of 40...
[90m[2020-06-29 07:24:23[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:24:23[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:24:23[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 1
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9800
[0mBalanced Accuracy[0m 0.9900
[0m PPV[0m 0.9167
[0m NPV[0m 1.0000
[0m F1[0m 0.9565
[0m Accuracy[0m 0.9836
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 0 1
[36m[1m 0[22m[39m 1 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.4167
[0m PPV[0m 0.0000
[0m NPV[0m 0.8333
[0m F1[0m NA
[0m Accuracy[0m 0.7143
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:24:27[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:24:28[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:24:28[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:24:29[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:24:31[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m8[39m[90m; User: [39m[90m12.33[39m[90m; System: [39m[90m0.54[39m[90m)[39m
[90m[2020-06-29 07:24:31[1m FUN[22m] [39mRunning grid line #25 of 40...
[90m[2020-06-29 07:24:31[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:24:31[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:24:31[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:24:35[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:24:36[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:24:36[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:24:37[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:24:38[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.58[39m[90m; User: [39m[90m11.55[39m[90m; System: [39m[90m0.58[39m[90m)[39m
[90m[2020-06-29 07:24:38[1m FUN[22m] [39mRunning grid line #26 of 40...
[90m[2020-06-29 07:24:38[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:24:38[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:24:39[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 48
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9600
[0mBalanced Accuracy[0m 0.9800
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9672
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:24:43[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:24:43[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:24:43[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:24:44[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:24:45[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.12[39m[90m minutes ([39m[90mReal: [39m[90m6.92[39m[90m; User: [39m[90m10.40[39m[90m; System: [39m[90m0.55[39m[90m)[39m
[90m[2020-06-29 07:24:45[1m FUN[22m] [39mRunning grid line #27 of 40...
[90m[2020-06-29 07:24:46[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:24:46[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:24:46[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:24:50[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:24:50[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:24:50[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:24:51[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:24:52[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.86[39m[90m; User: [39m[90m10.22[39m[90m; System: [39m[90m0.37[39m[90m)[39m
[90m[2020-06-29 07:24:52[1m FUN[22m] [39mRunning grid line #28 of 40...
[90m[2020-06-29 07:24:53[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:24:53[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:24:53[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 3
[36m[1m 0[22m[39m 0 47
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9400
[0mBalanced Accuracy[0m 0.9700
[0m PPV[0m 0.7857
[0m NPV[0m 1.0000
[0m F1[0m 0.8800
[0m Accuracy[0m 0.9508
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 1
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.8333
[0mBalanced Accuracy[0m 0.9167
[0m PPV[0m 0.5000
[0m NPV[0m 1.0000
[0m F1[0m 0.6667
[0m Accuracy[0m 0.8571
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:24:57[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:24:57[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:24:58[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:24:59[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:25:01[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m8.10[39m[90m; User: [39m[90m12.04[39m[90m; System: [39m[90m0.50[39m[90m)[39m
[90m[2020-06-29 07:25:01[1m FUN[22m] [39mRunning grid line #29 of 40...
[90m[2020-06-29 07:25:01[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:25:01[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:25:01[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 2
[36m[1m 0[22m[39m 0 49
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9608
[0mBalanced Accuracy[0m 0.9804
[0m PPV[0m 0.8462
[0m NPV[0m 1.0000
[0m F1[0m 0.9167
[0m Accuracy[0m 0.9677
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 0 5
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:25:05[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:25:06[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:25:06[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:25:07[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:25:09[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.13[39m[90m minutes ([39m[90mReal: [39m[90m7.78[39m[90m; User: [39m[90m11.80[39m[90m; System: [39m[90m0.56[39m[90m)[39m
[90m[2020-06-29 07:25:09[1m FUN[22m] [39mRunning grid line #30 of 40...
[90m[2020-06-29 07:25:09[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:25:09[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m60 x 39
[22m Training outcome: [1m60 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:25:09[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 2
[36m[1m 0[22m[39m 0 48
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.9600
[0mBalanced Accuracy[0m 0.9800
[0m PPV[0m 0.8333
[0m NPV[0m 1.0000
[0m F1[0m 0.9091
[0m Accuracy[0m 0.9667
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1
[0m Specificity[0m 1
[0mBalanced Accuracy[0m 1
[0m PPV[0m 1
[0m NPV[0m 1
[0m F1[0m 1
[0m Accuracy[0m 1
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:25:13[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:25:13[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:25:14[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:25:15[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:25:16[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.83[39m[90m; User: [39m[90m10.33[39m[90m; System: [39m[90m0.44[39m[90m)[39m
[90m[2020-06-29 07:25:16[1m FUN[22m] [39mRunning grid line #31 of 40...
[90m[2020-06-29 07:25:16[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:25:16[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m60 x 39
[22m Training outcome: [1m60 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:25:16[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 49
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0200
[0mBalanced Accuracy[0m 0.5100
[0m PPV[0m 0.1695
[0m NPV[0m 1.0000
[0m F1[0m 0.2899
[0m Accuracy[0m 0.1833
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 6
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.2500
[0m NPV[0m NA
[0m F1[0m 0.4000
[0m Accuracy[0m 0.2500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:25:19[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:25:19[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:25:19[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:25:20[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:25:20[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m4.32[39m[90m; User: [39m[90m5.31[39m[90m; System: [39m[90m0.30[39m[90m)[39m
[90m[2020-06-29 07:25:20[1m FUN[22m] [39mRunning grid line #32 of 40...
[90m[2020-06-29 07:25:20[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:25:20[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:25:20[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 50
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1803
[0m NPV[0m NA
[0m F1[0m 0.3056
[0m Accuracy[0m 0.1803
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 6
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1429
[0m NPV[0m NA
[0m F1[0m 0.2500
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:25:23[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:25:23[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:25:23[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:25:23[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:25:24[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.49[39m[90m; User: [39m[90m4.11[39m[90m; System: [39m[90m0.22[39m[90m)[39m
[90m[2020-06-29 07:25:24[1m FUN[22m] [39mRunning grid line #33 of 40...
[90m[2020-06-29 07:25:24[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:25:24[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:25:24[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 51
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1774
[0m NPV[0m NA
[0m F1[0m 0.3014
[0m Accuracy[0m 0.1774
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 5
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1667
[0m NPV[0m NA
[0m F1[0m 0.2857
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:25:27[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:25:27[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:25:27[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:25:27[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:25:28[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.86[39m[90m; User: [39m[90m4.40[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 07:25:28[1m FUN[22m] [39mRunning grid line #34 of 40...
[90m[2020-06-29 07:25:28[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:25:28[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:25:28[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 43
[36m[1m 0[22m[39m 0 7
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.1400
[0mBalanced Accuracy[0m 0.5700
[0m PPV[0m 0.2037
[0m NPV[0m 1.0000
[0m F1[0m 0.3385
[0m Accuracy[0m 0.2951
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 6
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1429
[0m NPV[0m NA
[0m F1[0m 0.2500
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:25:31[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:25:31[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:25:31[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:25:31[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:25:32[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.07[39m[90m minutes ([39m[90mReal: [39m[90m3.97[39m[90m; User: [39m[90m4.39[39m[90m; System: [39m[90m0.48[39m[90m)[39m
[90m[2020-06-29 07:25:32[1m FUN[22m] [39mRunning grid line #35 of 40...
[90m[2020-06-29 07:25:32[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:25:32[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:25:32[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 50
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0196
[0mBalanced Accuracy[0m 0.5098
[0m PPV[0m 0.1803
[0m NPV[0m 1.0000
[0m F1[0m 0.3056
[0m Accuracy[0m 0.1935
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 5
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1667
[0m NPV[0m NA
[0m F1[0m 0.2857
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:25:35[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:25:35[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:25:35[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:25:35[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:25:36[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.66[39m[90m; User: [39m[90m4.28[39m[90m; System: [39m[90m0.22[39m[90m)[39m
[90m[2020-06-29 07:25:36[1m FUN[22m] [39mRunning grid line #36 of 40...
[90m[2020-06-29 07:25:36[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:25:36[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:25:36[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 50
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1803
[0m NPV[0m NA
[0m F1[0m 0.3056
[0m Accuracy[0m 0.1803
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 6
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1429
[0m NPV[0m NA
[0m F1[0m 0.2500
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:25:39[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:25:39[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:25:39[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:25:39[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:25:40[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.82[39m[90m; User: [39m[90m4.29[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[2020-06-29 07:25:40[1m FUN[22m] [39mRunning grid line #37 of 40...
[90m[2020-06-29 07:25:40[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:25:40[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:25:40[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 51
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1774
[0m NPV[0m NA
[0m F1[0m 0.3014
[0m Accuracy[0m 0.1774
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 5
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1667
[0m NPV[0m NA
[0m F1[0m 0.2857
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:25:43[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:25:43[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:25:43[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:25:43[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:25:43[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.71[39m[90m; User: [39m[90m4.24[39m[90m; System: [39m[90m0.36[39m[90m)[39m
[90m[2020-06-29 07:25:43[1m FUN[22m] [39mRunning grid line #38 of 40...
[90m[2020-06-29 07:25:43[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:25:44[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m61 x 39
[22m Training outcome: [1m61 x 1
[22m Testing features: [1m7 x 39
[22m Testing outcome: [1m7 x 1
[22m
[90m[2020-06-29 07:25:44[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 44
[36m[1m 0[22m[39m 0 6
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.1200
[0mBalanced Accuracy[0m 0.5600
[0m PPV[0m 0.2000
[0m NPV[0m 1.0000
[0m F1[0m 0.3333
[0m Accuracy[0m 0.2787
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 6
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1429
[0m NPV[0m NA
[0m F1[0m 0.2500
[0m Accuracy[0m 0.1429
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:25:47[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:25:47[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:25:47[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:25:47[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:25:47[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.59[39m[90m; User: [39m[90m4.05[39m[90m; System: [39m[90m0.37[39m[90m)[39m
[90m[2020-06-29 07:25:47[1m FUN[22m] [39mRunning grid line #39 of 40...
[90m[2020-06-29 07:25:47[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:25:47[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m62 x 39
[22m Training outcome: [1m62 x 1
[22m Testing features: [1m6 x 39
[22m Testing outcome: [1m6 x 1
[22m
[90m[2020-06-29 07:25:47[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 11 50
[36m[1m 0[22m[39m 0 1
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0196
[0mBalanced Accuracy[0m 0.5098
[0m PPV[0m 0.1803
[0m NPV[0m 1.0000
[0m F1[0m 0.3056
[0m Accuracy[0m 0.1935
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 5
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1667
[0m NPV[0m NA
[0m F1[0m 0.2857
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:25:50[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:25:50[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:25:50[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:25:51[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:25:51[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.73[39m[90m; User: [39m[90m4.17[39m[90m; System: [39m[90m0.25[39m[90m)[39m
[90m[2020-06-29 07:25:51[1m FUN[22m] [39mRunning grid line #40 of 40...
[90m[2020-06-29 07:25:51[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 07:25:51[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m60 x 39
[22m Training outcome: [1m60 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 07:25:51[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 10 50
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.1667
[0m NPV[0m NA
[0m F1[0m 0.2857
[0m Accuracy[0m 0.1667
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 6
[36m[1m 0[22m[39m 0 0
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 1.0000
[0m Specificity[0m 0.0000
[0mBalanced Accuracy[0m 0.5000
[0m PPV[0m 0.2500
[0m NPV[0m NA
[0m F1[0m 0.4000
[0m Accuracy[0m 0.2500
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 07:25:54[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 07:25:54[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 07:25:54[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 07:25:55[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 07:25:55[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.06[39m[90m minutes ([39m[90mReal: [39m[90m3.72[39m[90m; User: [39m[90m4.33[39m[90m; System: [39m[90m0.39[39m[90m)[39m
[90m[1m[[ [22m[39m[1melevate [36m[1mADDTREE[1m[39m[22m[90m[1m ]]
[22m[39m N repeats = [36m[1m1[22m[39m
N resamples = [36m[1m10[22m[39m
Resampler = [36m[1mkfold[22m[39m
Balanced Accuracy of 10 aggregated test sets in each repeat = [36m[1m0.86[22m[39m
[90m[2020-06-29 07:26:00[1m elevate[22m] [39m[90mRun completed in [39m[90m59.88[39m[90m minutes ([39m[90mReal: [39m[90m3592.72[39m[90m; User: [39m[90m5450.06[39m[90m; System: [39m[90m237.42[39m[90m)[39m
saveRDS(cases.law.tree, "cases-law-tree.rds")
After running the models, we would now like to extract the respective information. This encompasses the values in the list below, which includes the aggregated values of the evaluation measures and the hyperparameters picked.
Extracting the evaluation measures:
Extracting the best hyperparameters:
cases.viol.tree$parameters$best.tune$elevate.ADDTREE.repeat1 %>% select(gamma) %>% table()
.
0.1 0.5 0.9
5 4 1
cases.force.tree$parameters$best.tune$elevate.ADDTREE.repeat1 %>% select(gamma) %>% table()
.
0.1 0.5 0.9
3 3 4
cases.op.tree$parameters$best.tune$elevate.ADDTREE.repeat1 %>% select(gamma) %>% table()
.
0.1 0.5 0.9
1 3 6
cases.law.tree$parameters$best.tune$elevate.ADDTREE.repeat1 %>% select(gamma) %>% table()
.
0.1 0.5 0.9
1 7 2
cases.viol.tree$parameters$best.tune$elevate.ADDTREE.repeat1 %>% summarize(mean(gamma))
cases.force.tree$parameters$best.tune$elevate.ADDTREE.repeat1 %>% summarize(mean(gamma))
cases.op.tree$parameters$best.tune$elevate.ADDTREE.repeat1 %>% summarize(mean(gamma))
cases.law.tree$parameters$best.tune$elevate.ADDTREE.repeat1 %>% summarize(mean(gamma))
cases_test.tree <- read_csv("cases_test.csv") %>%
preprocess(numeric2factor = TRUE) %>%
s.ADDTREE(outdir = "./test")
Parsed with column specification:
cols(
.default = col_double()
)
See spec(...) for full column specifications.
[90m[2020-06-29 03:01:48[1m preprocess[22m] [39mConverting numeric to factor
[90m[2020-06-29 03:01:48[1m preprocess[22m] [39mDone
cannot open file 'C:\Users\Jonas\Documents\Studium\Bachelor's Thesis\ucf-thesis-analysis\test\%>%.20200629.030148.log': Invalid argumentError in file(file, if (append) "a" else "w") :
cannot open the connection
cases_test.tree <- s.ADDTREE(x = cases_test.train, x.test = cases_test.test, gamma = 2, learning.rate = 0.01)
[90m[2020-06-29 02:27:37[1m s.ADDTREE[22m] [39m[90mHello,[39m [90m[39m
[90m[2020-06-29 02:27:37[1m dataPrepare[22m] [39mImbalanced classes: using Inverse Probability Weighting
[90m[1m[[ [22m[39m[1mClassification Input Summary[22m[90m[1m ]]
[22m[39m Training features: [1m69 x 39
[22m Training outcome: [1m69 x 1
[22m Testing features: [1m8 x 39
[22m Testing outcome: [1m8 x 1
[22m
[90m[2020-06-29 02:27:38[1m s.ADDTREE[22m] [39mTraining ADDTREE...
[90m[1m[[ [22m[39m[1mADDTREE Classification Training Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 2 0
[36m[1m 0[22m[39m 53 14
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.0364
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5182
[0m PPV[0m 1.0000
[0m NPV[0m 0.2090
[0m F1[0m 0.0702
[0m Accuracy[0m 0.2319
Positive Class: [36m[1m1[22m[39m
[90m[1m[[ [22m[39m[1mADDTREE Classification Testing Summary[22m[90m[1m ]]
[22m[39m[1m Reference[22m
[1m Estimated[22m [36m[1m1 [22m[39m[36m[1m0 [22m[39m
[36m[1m 1[22m[39m 1 0
[36m[1m 0[22m[39m 5 2
[36m[1mOverall [22m[39m
[0m Sensitivity[0m 0.1667
[0m Specificity[0m 1.0000
[0mBalanced Accuracy[0m 0.5833
[0m PPV[0m 1.0000
[0m NPV[0m 0.2857
[0m F1[0m 0.2857
[0m Accuracy[0m 0.3750
Positive Class: [36m[1m1[22m[39m
[90m[2020-06-29 02:27:43[1m s.ADDTREE[22m] [39mTraversing tree by preorder...
[90m[2020-06-29 02:27:43[1m s.ADDTREE[22m] [39mConverting paths to rules...
[90m[2020-06-29 02:27:43[1m s.ADDTREE[22m] [39mConverting to data.tree object...
[90m[2020-06-29 02:27:43[1m s.ADDTREE[22m] [39mPruning tree...
[90m[2020-06-29 02:27:44[1m s.ADDTREE[22m] [39m[90mRun completed in [39m[90m0.11[39m[90m minutes ([39m[90mReal: [39m[90m6.77[39m[90m; User: [39m[90m6.53[39m[90m; System: [39m[90m0.47[39m[90m)[39m